Rule2022-09438

Patient Protection and Affordable Care Act; HHS Notice of Benefit and Payment Parameters for 2023

Primary source

Metadata and text below are from the Federal Register, a public-domain U.S. government work. Always verify the official published version before relying on it for any legal matter.

Published
May 6, 2022
Effective
July 1, 2022

Issuing agencies

Health and Human Services Department

Abstract

This final rule includes payment parameters and provisions related to the risk adjustment and risk adjustment data validation programs, as well as 2023 user fee rates for issuers offering qualified health plans (QHPs) through Federally-facilitated Exchanges (FFEs) and State-based Exchanges on the Federal platform (SBE-FPs). This final rule also includes requirements related to guaranteed availability; the offering of QHP standardized plan options through Exchanges on the Federal platform; requirements for agents, brokers, and web-brokers; verification standards related to employer sponsored coverage; Exchange eligibility determinations during a benefit year; special enrollment period verification; cost-sharing requirements; Essential Health Benefits (EHBs); Actuarial Value (AV); QHP issuer quality improvement strategies; accounting for quality improvement activity (QIA) expenses and provider incentives for medical loss ratio (MLR) reporting and rebate calculation purposes; and re-enrollment. This final rule also responds to comments on how the Department of Health and Human Services (HHS) can advance health equity through QHP certification standards and otherwise in the individual and group health insurance markets, and how HHS might address plan choice overload in the Exchanges.

Full Text

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[Federal Register Volume 87, Number 88 (Friday, May 6, 2022)]
[Rules and Regulations]
[Pages 27208-27393]
From the Federal Register Online via the Government Publishing Office [<a href="http://www.gpo.gov">www.gpo.gov</a>]
[FR Doc No: 2022-09438]



[[Page 27207]]

Vol. 87

Friday,

No. 88

May 6, 2022

Part II





Department of Health and Human Services





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45 CFR Parts 144, 147, 153, et al.





Patient Protection and Affordable Care Act; HHS Notice of Benefit and 
Payment Parameters for 2023; Final Rule

Federal Register / Vol. 87 , No. 88 / Friday, May 6, 2022 / Rules and 
Regulations

[[Page 27208]]


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DEPARTMENT OF HEALTH AND HUMAN SERVICES

45 CFR Parts 144, 147, 153, 155, 156, and 158

[CMS-9911-F]
RIN 0938-AU65


Patient Protection and Affordable Care Act; HHS Notice of Benefit 
and Payment Parameters for 2023

AGENCY: Centers for Medicare & Medicaid Services (CMS), HHS.

ACTION: Final rule.

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SUMMARY: This final rule includes payment parameters and provisions 
related to the risk adjustment and risk adjustment data validation 
programs, as well as 2023 user fee rates for issuers offering qualified 
health plans (QHPs) through Federally-facilitated Exchanges (FFEs) and 
State-based Exchanges on the Federal platform (SBE-FPs). This final 
rule also includes requirements related to guaranteed availability; the 
offering of QHP standardized plan options through Exchanges on the 
Federal platform; requirements for agents, brokers, and web-brokers; 
verification standards related to employer sponsored coverage; Exchange 
eligibility determinations during a benefit year; special enrollment 
period verification; cost-sharing requirements; Essential Health 
Benefits (EHBs); Actuarial Value (AV); QHP issuer quality improvement 
strategies; accounting for quality improvement activity (QIA) expenses 
and provider incentives for medical loss ratio (MLR) reporting and 
rebate calculation purposes; and re-enrollment. This final rule also 
responds to comments on how the Department of Health and Human Services 
(HHS) can advance health equity through QHP certification standards and 
otherwise in the individual and group health insurance markets, and how 
HHS might address plan choice overload in the Exchanges.

DATES: These regulations are effective July 1, 2022.

FOR FURTHER INFORMATION CONTACT: 
    Cam Moultrie Clemmons, (206) 615-2338, or Anthony Galace, (301) 
492-4400, for matters related to past-due premiums.
    Allison Yadsko, (410) 786-1740, John Barfield, (301) 492-4433, 
Jacqueline Wilson, (301) 492-4286, or Leanne Klock, (410) 786-1045, for 
matters related to risk adjustment or risk adjustment data validation.
    Aaron Franz, (410) 786-8027, or John Barfield, (301) 492-4433, for 
matters related to Federally-facilitated Exchange and State-based 
Exchange on the Federal platform user fees.
    Nora Simmons, (410) 786-1981, for matters related to advance 
payment of the premium tax credit proration.
    Aaron Franz, (410) 786-8027, or Hi'ilei Haru, (301) 492-4363, for 
matters related to cost-sharing reduction reconciliation.
    Josh Van Drei, (410) 786-1659, for matters related to actuarial 
value.
    Becca Bucchieri, (301) 492-4341, Agata Pelka, (301) 492-4400, or 
Leigha Basini, (301) 492-4380, for matters related to nondiscrimination 
based on sexual orientation and gender identity, essential health 
benefit benchmark plans, and defrayal of State-required benefits.
    Marisa Beatley, (301) 492-4307, for matters related to employer 
sponsored coverage verification.
    Susan Kalmus, (301) 492-4275, for matters related to agent, broker, 
and web-broker guidelines.
    Dena Nelson, (240) 401-3535, or Carly Rhyne, (301) 492-4188, for 
matters related to eligibility standards.
    Katherine Bentley, (301) 492-5209, or Ariel Kennedy, (301) 492-
4306, for matters related to special enrollment period verification.
    Christina Whitefield, (301) 492-4172, for matters related to the 
medical loss ratio program.
    Nidhi Singh Shah, (301) 492-5110, for matters related to quality 
improvement strategy standards for Exchanges.
    Dan Brown, (301) 492-5146 for matters related to downstream and 
delegated entities.
    Nikolas Berkobien, (301) 492-4400, or Leigha Basini, (301) 492-4380 
for matters related to standardized plan options.
    Erika Melman, (301) 492-4348, Deborah Hunter, (443) 386-3651, 
Whitney Allen, (667) 290-8748, or Emily Martin, (301) 492-4423, for 
matters related to network adequacy and essential community providers.
    Linus Bicker, (803) 931-6185, for matters related to State Exchange 
improper payment measurement.
    Phuong Van, (202) 570-5594, for matters related to advancing health 
equity through qualified health plans.
    Angelica Torres-Reid, (410) 786-1721, and Robert Yates, (301) 492-
5151, for matters related to State Exchange general program integrity 
and oversight requirements.
    Zarah Ghiasuddin, (301) 492-4308, for matters related to re-
enrollment in the Exchanges.

SUPPLEMENTARY INFORMATION:

Table of Contents

I. Executive Summary
II. Background
    A. Legislative and Regulatory Overview
    B. Stakeholder Consultation and Input
    C. Structure of Final Rule
III. Provisions of the Final HHS Notice of Benefit and Payment 
Parameters for 2023
    A. Part 144--Requirements Relating to Health Insurance Coverage
    B. Part 147--Health Insurance Reform Requirements for the Group 
and Individual Health Insurance Markets
    C. Part 153--Standards Related to Reinsurance, Risk Corridors, 
and Risk Adjustment
    D. Part 155--Exchange Establishment Standards and Other Related 
Standards Under the Affordable Care Act
    E. Part 156--Health Insurance Issuer Standards Under the 
Affordable Care Act, Including Standards Related to Exchanges
    F. Part 158--Issuer Use of Premium Revenue: Reporting and Rebate 
Requirements
    G. Solicitation of Comments Regarding Health Equity and 
Qualified Health Plans
IV. Collection of Information Requirements
    A. Wage Estimates
    B. ICRs Regarding State Flexibility for Risk Adjustment (Sec.  
153.320)
    C. ICRs Regarding Distributed Data and Risk Adjustment Data 
Submission Requirements (Sec. Sec.  153.610,153.700, and 153.710)
    D. ICRs Regarding Ability of States To Permit Agents and Brokers 
and Web-Brokers To Assist Qualified Individuals, Qualified 
Employers, or Qualified Employees Enrolling in QHPs (Sec.  155.220)
    E. ICRs Regarding Verification of Eligibility for Special 
Enrollment Periods (Sec.  155.420)
    F. ICRs Regarding General Program Integrity and Oversight 
Requirements (Sec.  155.1200)
    G. ICRs Regarding State Exchange Improper Payment Measurement 
Program (Sec. Sec.  155.1500-155.1540)
    H. ICRs Regarding State Selection of EHB-Benchmark Plan for Plan 
Years Beginning on or After January (Sec.  156.111)
    I. ICRs Regarding Differential Display of Standardized Plan 
Options on the Websites of Web-Brokers (Sec.  155.220) and QHP 
Issuers (Sec.  156.265)
    J. ICRs Regarding Network Adequacy and Essential Community 
Providers (Sec. Sec.  156.230 and 156.235)
    K. ICRs Regarding Payment for Cost-Sharing Reductions (Sec.  
156.430)
    L. ICRs Regarding Quality Improvement Strategy (Sec.  156.1130)
    M. ICRs Regarding Medical Loss Ratio (Sec. Sec.  158.140, 
158.150, 158.170)
    N. Summary of Annual Burden Estimate for Proposed Requirements
V. Regulatory Impact Analysis
    A. Statement of Need
    B. Overall Impact
    C. Impact Estimates of the Payment Notice Provisions and 
Accounting Table
    D. Regulatory Alternatives Considered
    E. Regulatory Flexibility Act
    F. Unfunded Mandates
    G. Federalism

[[Page 27209]]

    H. Congressional Review Act

Background

    In the proposed rule, ``Patient Protection and Affordable Care Act; 
HHS Notice of Benefit and Payment Parameters for 2023'' (87 FR 584), 
published in the January 5, 2022 edition of the Federal Register (2023 
Payment Notice proposed rule), HHS proposed amendments to certain 
regulations prohibiting discrimination in health insurance coverage, 
including discrimination in the design and implementation of health 
plans, under Sec. Sec.  147.104(e), 155.120(c), 155.220(j), 156.125(b), 
156.200(e), and 156.1230(b) under title 45 of the Code of Federal 
Regulations (CFR). HHS proposed to amend these regulations to 
explicitly identify and recognize discrimination on the basis of sexual 
orientation and gender identity as prohibited forms of discrimination 
based on sex consistent with the Supreme Court's decision in Bostock v. 
Clayton County, 140 S. Ct. 1731 (2020), and HHS nondiscrimination 
policy that existed prior to the 2020 regulatory amendments HHS made in 
conformance with the ``Nondiscrimination in Health and Health Education 
Programs or Activities, Delegation of Authority'' final rule (85 FR 
37160), published in the June 19, 2020 edition of the Federal 
Register.\1\ In connection with discriminatory benefit designs 
prohibited under Sec.  156.125, HHS also included in the proposed rule 
an example related to gender-affirming care that was intended to 
illustrate a health plan design that presumptively discriminates 
against enrollees based on gender identity.
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    \1\ See also 85 FR 37160, 37218 through 21 (the 2020 final rule 
implementing section 1557 of the ACA revised the following CMS 
regulations: 45 CFR 147.104, 155.120, 155.220, 156.200, 156.1230).
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    Currently, HHS is developing a proposed rule \2\ that also will 
address prohibited discrimination based on sex in health coverage under 
section 1557 of the Patient Protection and Affordable Care Act (ACA) 
\3\ (42 U.S.C. 18116). Section 1557 prohibits discrimination on the 
basis of race, color, national origin, sex, age, or disability in any 
health program or activity, any part of which is receiving Federal 
financial assistance, including credits, subsidies, or contracts of 
insurance, or under any program or activity that is administered by an 
Executive Agency or any entity established under Title I of the ACA or 
its amendments. Because HHS' proposed rule implementing section 1557 of 
the ACA will also address issues related to prohibited discrimination 
based on sex, HHS is of the view that it would be most prudent to 
address the nondiscrimination proposals related to sexual orientation 
and gender identity in the 2023 Payment Notice proposed rule at a later 
time, to ensure that they are consistent with the policies and 
requirements that will be included in the section 1557 rulemaking. 
Therefore, HHS will not address in this final rule the 
nondiscrimination proposals related to sexual orientation and gender 
identity included in the 2023 Payment Notice proposed rule or the 
comments submitted in response to those proposals.
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    \2\ HHS submitted a draft notice of proposed rulemaking 
addressing section 1557 of the Patient Protection and Affordable 
Care Act and its implementing regulations to the Office of 
Management and Budget on or around March, 22, 2022. See <a href="https://www.reginfo.gov/public/do/eoDetails?rrid=234566">https://www.reginfo.gov/public/do/eoDetails?rrid=234566</a>.
    \3\ The Patient Protection and Affordable Care Act (Pub. L. 111-
148) was enacted on March 23, 2010. The Healthcare and Education 
Reconciliation Act of 2010 (Pub. L. 111-152), which amended and 
revised several provisions of the Patient Protection and Affordable 
Care Act, was enacted on March 30, 2010. In this rulemaking, the two 
statutes are referred to collectively as the ``Patient Protection 
and Affordable Care Act,'' ``Affordable Care Act'' or ``ACA.''
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    HHS is committed to robust civil rights protections in health care 
for all consumers, including protections to combat discrimination on 
the basis of gender identity or sexual orientation.\4\ Moreover, to the 
extent that entities subject to the relevant regulations prohibiting 
discrimination in health insurance coverage are also covered by section 
1557, they are already under the statutory obligation not to 
discriminate on the basis of sex.\5\ Consistent with the Supreme 
Court's decision in Bostock v. Clayton County, 140 S. Ct. 1731 (2020), 
and the HHS Notice of Interpretation and Enforcement of Section 1557 of 
the Affordable Care Act and Title IX of the Education Amendments of 
1972 (86 FR 27984), published in the May 25, 2021 edition of the 
Federal Register, HHS will continue to interpret and enforce section 
1557 of the ACA and its protections against sex discrimination to 
prohibit discrimination on the basis of sexual orientation and gender 
identity in all aspects of health insurance coverage governed by 
section 1557.\6\ Thus, notwithstanding that the Department will address 
in future rulemaking the proposals related to sexual orientation and 
gender identity and the example related to gender-affirming care, HHS 
will continue to scrutinize the activities of covered health plans to 
root out practices that unlawfully discriminate on the basis of sexual 
orientation or gender identity. HHS' interpretation of section 1557 
will guide HHS in processing complaints and conducting investigations, 
but does not itself determine the outcome in any particular case or set 
of facts. In enforcing Section 1557, HHS will comply with the Religious 
Freedom Restoration Act, 42 U.S.C. 2000bb et seq., and all other legal 
requirements.\7\
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    \4\ HHS' proposals related to sexual orientation and gender 
identity in the 2023 Payment Notice proposed rule resulted, in part, 
from reviews HHS conducted as directed in President Biden's January 
20, 2021, Executive Order 13988 (86 FR 7023), which stated the 
Administration's policy on preventing and combating discrimination 
on the basis of gender identity and sexual orientation and the 
President's conclusion that ``[u]nder Bostock's reasoning, laws that 
prohibit sex discrimination . . . , along with their respective 
implementing regulations--prohibit discrimination on the basis of 
gender identity or sexual orientation, so long as the laws do not 
contain sufficient indications to the contrary.'' This Executive 
Order instructed the Secretary of Health and Human Services 
(Secretary of HHS, or HHS Secretary) to review all existing 
regulations, guidance documents, and other agency actions to 
determine whether they are consistent with the aforementioned policy 
and construction of the laws, and to consider whether to suspend, 
revise, or rescind any agency actions that are inconsistent with 
that policy and construction.
    \5\ See 85 FR 37219 (explaining that section 1557 governs 
entities established under Title I of the ACA, including Exchanges).
    \6\ See also Hammons v. Univ. of Maryland Med. Sys. Corp., No. 
20-cv-2009, 2021WL 3190492, at *17 (D. Md. July 28, 2021) (stating 
Bostock ``made clear that the position stated in HHS's [Bostock 
Notice] was already binding law'').
    \7\ 86 FR 27985.
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I. Executive Summary

    American Health Benefit Exchanges, or ``Exchanges,'' are entities 
established under the ACA through which qualified individuals and 
qualified employers can purchase health insurance coverage in qualified 
health plans (QHPs). Many individuals who enroll in QHPs through 
individual market Exchanges are eligible to receive a premium tax 
credit (PTC) to reduce their costs for health insurance premiums and to 
receive reductions in required cost-sharing payments to reduce out-of-
pocket expenses for health care services. The ACA also established the 
risk adjustment program, which transfers funds from issuers that 
attract lower-than-average risk populations to issuers that attract 
higher-than-average risk populations to reduce incentives for issuers 
to avoid higher-risk enrollees.
    In previous rulemakings, we established provisions and parameters 
to implement many ACA requirements and programs. In this final rule, we 
amend some of these provisions and parameters, with a focus on 
maintaining a stable regulatory environment. These changes are intended 
to provide issuers with greater predictability for upcoming plan years 
(PYs), while simultaneously enhancing the role of States in these 
programs. They will also provide States

[[Page 27210]]

with additional flexibilities, reduce unnecessary regulatory burdens on 
stakeholders, empower consumers, ensure program integrity, and improve 
affordability.
    Risk adjustment continues to be a core program in the individual, 
small group, and merged markets both on and off Exchanges. We published 
a technical paper, the 2021 HHS-Operated Risk Adjustment Technical 
Paper on Possible Model Changes \8\ in October 2021 (2021 RA Technical 
Paper), and sought comment on three potential updates to the risk 
adjustment models. We are finalizing two of the three proposed updates 
to the HHS risk adjustment models beginning with the 2023 benefit year. 
Specifically, beginning with the 2023 benefit year, we are finalizing 
the removal of the current severity illness factors from the adult 
models and the addition of an interacted hierarchical condition 
category (HCC) count model specification to the adult and child models. 
We also are finalizing the replacement of the current enrollment 
duration factors in the adult models with HCC-contingent enrollment 
duration factors. We are not finalizing the proposed model 
specification change to add a two-stage weighted approach to the adult 
and child models. We are finalizing the use of the 2017, 2018, and 2019 
enrollee-level External Data Gathering Environment (EDGE) data to 
recalibrate the 2023 benefit year risk adjustment models. For 2023, we 
are also finalizing the continued application of a market pricing 
adjustment to the plan liability associated with Hepatitis C drugs in 
the risk adjustment models, consistent with the approach adopted 
beginning with the 2020 models.
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    \8\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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    In addition, we are finalizing the targeted removal of the mapping 
of hydroxychloroquine sulfate to Immune Suppressants and 
Immunomodulators (RXC 09) in the 2018 and 2019 benefit year enrollee-
level EDGE data used for the 2023 benefit year model recalibration.\9\ 
We are also finalizing, for the 2024 benefit year and beyond, the 
proposal to recalibrate the adult models using the final, fourth 
quarter (Q4) RXC mapping document that was applicable for each benefit 
year of data that is included in the current year's model 
recalibration. We will begin to use this approach for recalibration of 
the 2023 adult risk adjustment models, with the exception of the 2017 
enrollee-level EDGE data year, for which we will use the most recent 
RXC mapping document that was available when we first processed the 
2017 enrollee-level EDGE data (that is, Q2 2018).
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    \9\ The same concern was not present for the 2016 or 2017 
enrollee-level EDGE data because hydroxychloroquine was not included 
in the crosswalk until 2018.
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    Additionally, we are finalizing the proposal to repeal the ability 
of States, other than prior participants, to request a reduction in 
risk adjustment State transfers starting with the 2024 benefit year. We 
are also finalizing the changes that limit a prior participant's 
ability to request a reduction in risk adjustment transfers under Sec.  
153.320(d) to only those that meet the de minimis threshold criteria. 
In future rulemaking, HHS intends to propose to eliminate the prior 
participant exception starting with the 2025 benefit year. For the 2023 
benefit year, we are announcing approval of Alabama's request to reduce 
risk adjustment State transfers for its individual and small group 
markets, but at lower percentages than requested. We approve a 25 
percent reduction in Alabama's individual market transfers (including 
the catastrophic and non-catastrophic risk pools) and a 10 percent 
reduction in Alabama's small group market transfers for the 2023 
benefit year.
    We are finalizing the 2023 benefit year risk adjustment user fee 
for States where HHS operates the risk adjustment program of $0.22 per 
member per month (PMPM). We are also finalizing the proposal to collect 
and extract five new data elements as part of the enrollee-level EDGE 
data beginning with the 2023 benefit year. We are also finalizing the 
proposal to extract three data elements issuers already report to their 
EDGE servers--plan ID, rating area, and subscriber indicator--as part 
of the required risk adjustment data. Plan ID and rating area will be 
extracted beginning with the 2021 benefit year, and subscriber 
indicator will be extracted beginning with the 2022 benefit year.
    Finally, we are finalizing that whenever HHS recoups high-cost risk 
pool funds as a result of audits of risk adjustment covered plans, 
actionable discrepancies, or successful appeals, the recouped funds 
will be used to reduce high-cost risk pool charges for that national 
high-cost risk pool for the next applicable benefit year for which 
high-cost risk pool payments have not already been calculated.
    We are finalizing as proposed the refinements to the HHS risk 
adjustment data validation (HHS-RADV) error estimation methodology 
beginning with the 2021 benefit year to: (1) Extend the application of 
Super HCCs \10\ (which are currently based on the coefficient 
estimation groups defined in the applicable benefit year's ``Additional 
Adult Variables'' Table of the ``Do It Yourself (DIY)'' software (Table 
6 in the 2021 Benefit Year DIY Software), which is published on the 
CCIIO website \11\) from their current application only in the sorting 
step that assigns HCCs to failure rate groups to broader application 
throughout the HHS-RADV error rate calculation process; (2) specify 
that Super HCCs will be defined separately according to the age group 
model to which an enrollee is subject, except when the child and adult 
coefficient estimation groups have identical definitions; and (3) 
constrain to zero any failure rate group outlier with a negative 
failure rate, regardless of whether the outlier issuer has a negative 
or positive error rate.
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    \10\ As finalized in this rule, beginning with the 2021 benefit 
year of HHS-RADV, a Super HCC will be defined as the aggregate de-
duplicated frequencies of EDGE HCCs that share an HCC coefficient 
estimation group determined based on the enrollees' risk adjustment 
model.
    \11\ Regulations and Guidance. (2022). CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance</a>. The January 7, 2022 
version of the DIY software is available at 2021 Benefit Year Risk 
Adjustment Updated HHS-Developed Risk Adjustment Model Algorithm 
``Do It Yourself (DIY)'' Software. (2022). CMS.
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    As we do every year in the HHS Notice of Benefit and Payment 
Parameters, we are finalizing updated parameters for the individual and 
small group markets. For the PY 2023, we are maintaining FFE and SBE-FP 
user fees at the current PY 2022 rates, 2.75 and 2.25 percent of total 
monthly premiums, respectively. On December 28, 2021, we released the 
Premium Adjustment Percentage, Maximum Annual Limitation on Cost 
Sharing, Reduced Maximum Annual Limitation on Cost Sharing, and 
Required Contribution Percentage for the 2023 Benefit Year guidance 
setting forth these parameters for PY 2023.\12\
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    \12\ Premium Adjustment Percentage. (2021, December 28). CMS. 
<a href="https://www.cms.gov/files/document/2023-papi-parameters-guidance-v4-final-12-27-21-508.pdf">https://www.cms.gov/files/document/2023-papi-parameters-guidance-v4-final-12-27-21-508.pdf</a>.
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    We are not finalizing the proposal to require all Exchanges to 
prorate premiums and advance payments of the premium tax credit (APTC). 
After considering the comments received, we are finalizing the policy 
to clarify the APTC proration methodology which Exchanges on the 
Federal platform will be subject to under HHS' authority to administer 
APTC, but we are not finalizing the requirement for State Exchanges to 
prorate premium or APTC amounts as described in the proposed rule. 
Rather, beginning in PY 2024, State

[[Page 27211]]

Exchanges must report to HHS through existing State Exchange oversight 
mechanisms the methodology the State Exchange will use that does not 
cause total monthly APTC amounts to exceed an enrollee's monthly PTC 
eligibility. This will ensure compliance with HHS and Internal Revenue 
Service (IRS) regulations particularly when an enrollee is enrolled in 
a policy for less than the full coverage month, including when the 
enrollee is enrolled in multiple policies within a month, each lasting 
less than the full coverage month.
    We are finalizing changes to clarify that the cost-sharing 
reduction (CSR) data submission process is mandatory only for those 
issuers that received CSR payments from HHS for any part of the benefit 
year and voluntary for other issuers that did not. We also finalize a 
technical correction to the definition of large group market in Sec.  
144.103 to delete the concluding phrase ``unless otherwise provided 
under State law.''
    We are finalizing new display requirements for web-broker non-
Exchange websites, including requirements related to QHP comparative 
information and standardized disclaimer language; a prohibition on 
displaying QHP advertisements or otherwise providing favored or 
preferred display of QHPs based on compensation agents, brokers, or 
web-brokers receive from QHP issuers; and a requirement to prominently 
display a clear explanation of the rationale for explicit QHP 
recommendations and the methodology for the default display of QHPs on 
web-broker non-Exchange websites to better inform and protect consumers 
using such websites.
    We also finalize policies to address certain agent, broker, and 
web-broker practices. These policies will be added as part of the FFE 
standards of conduct codified at Sec.  155.220(j)(2), improving CMS' 
ability to enforce existing responsibilities and requirements 
applicable to agents, brokers, and web-brokers participating in the 
FFEs and SBE-FPs, while also providing more detail about specific 
business practices that are prohibited.
    We are finalizing a revision to our interpretation of the 
guaranteed availability requirement to prohibit issuers from applying a 
premium payment to an individual's or employer's past debt owed for 
coverage and refusing to effectuate enrollment in new coverage.
    We are finalizing flexibility under which Exchanges may conduct 
risk-based employer sponsored coverage verification in connection with 
eligibility determinations for APTC. This policy will help States more 
effectively balance the need to prevent improper APTC payments with the 
costs of verification.
    We are finalizing amendments to implementing regulations to codify 
existing MLR policy that only those provider incentives and bonuses 
that are tied to clearly defined, objectively measurable, and well-
documented clinical or quality improvement standards that apply to 
providers may be included in incurred claims for MLR reporting and 
rebate calculation purposes. We are also updating the MLR regulations 
to specify that only expenses directly related to activities that 
improve health care quality may be included as QIA expenses for MLR 
reporting and rebate calculation purposes. In addition, we are 
finalizing a technical amendment to the MLR provisions to remove a 
reference to a provision that was vacated by the United States District 
Court for the District of Maryland in City of Columbus, et al. v. 
Cochran, 523 F. Supp. 3d 731 (D. Md. 2021), and thus rescinded the 
provision in a final rule published in the Federal Register on May 5, 
2021 (86 FR 24140) (part 2 of the 2022 Payment Notice final rule).
    With regard to the EHBs, we are finalizing a permanent annual 
deadline in early-May for EHB-benchmark plan applications by States, as 
well as the repeal of the ability for States to permit issuers to 
substitute benefits between EHB categories. In addition, we are 
finalizing changes to the de minimis thresholds for the AV for plans 
subject to EHB requirements, as well as narrower de minimis thresholds 
for individual market silver QHPs and income-based CSR plan variations. 
We also finalize the proposal to remove the State annual reporting 
requirement to report State-required benefits in addition to the EHB to 
HHS.
    We are finalizing policies to strengthen and clarify our network 
adequacy standards, including expanding the provider specialty list for 
time and distance standards and adding appointment wait time standards. 
We will begin implementation of appointment wait time standards in PY 
2024. We are also finalizing the requirement for issuers to submit 
information about whether providers offer telehealth services. For 
plans with tiered networks, we are finalizing that, to count toward the 
issuer's satisfaction of the essential community provider (ECP) 
standards, providers must be contracted within the network tier that 
results in the lowest cost-sharing obligation. This rule finalizes that 
the ECP threshold will increase from 20 percent to 35 percent.
    We are finalizing the proposed amendments to the current HHS 
regulation that establishes standards for QHP issuer downstream and 
delegated entities. These changes will hold QHP issuers in all models 
of Exchange responsible for their downstream and delegated entities' 
adherence to applicable Federal standards, and make their oversight 
obligations, and the obligations of their downstream and delegated 
entities, explicit.
    We solicited comments on incorporating the net premium, maximum 
out-of-pocket (MOOP), deductible, and annual out-of-pocket costs (OOPC) 
of a plan into the Exchange re-enrollment hierarchy, as well as 
additional criteria or mechanisms HHS could consider to ensure the 
Exchange hierarchy for re-enrollment aligns with plan generosity and 
consumer needs, such as re-enrolling a current bronze QHP enrollee into 
an available silver QHP with a lower net premium and higher plan 
generosity offered by the same QHP issuer. We also finalize the 
proposal to update the quality improvement strategy (QIS) standards to 
require QHP issuers to address health and health care disparities as a 
specific topic area within their QIS beginning in 2023.
    We also proposed and are finalizing policies related to 
requirements that issuers of QHPs in FFEs and SBE-FPs offer 
standardized QHP options through the Exchange beginning in PY 2023.
    Finally, we solicited comments regarding additional ways HHS could 
incentivize QHP issuers to design plans that improve health equity and 
health conditions in enrollees' environments, as well as how QHP 
issuers could address other social determinants of health (SDOH) 
outside of the QHP certification process and provide responses to the 
public comments received.

II. Background

A. Legislative and Regulatory Overview

    Title I of the Health Insurance Portability and Accountability Act 
of 1996 (HIPAA) added a new title XXVII to the Public Health Service 
Act (PHS Act) to establish various reforms to the group and individual 
health insurance markets.
    These provisions of the PHS Act were later augmented by other laws, 
including the ACA. Subtitles A and C of title I of the ACA reorganized, 
amended, and added to the provisions of part A of title XXVII of the 
PHS Act relating to group health plans and health insurance

[[Page 27212]]

issuers in the group and individual markets. The term ``group health 
plan'' includes both insured and self-insured group health plans.\13\
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    \13\ The term ``group health plan'' is used in title XXVII of 
the PHS Act and is distinct from the term ``health plan'' as used in 
other provisions of title I of ACA. The term ``health plan'' does 
not include self-insured group health plans.
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    Section 2702 of the PHS Act, as added by the ACA, establishes 
requirements for guaranteed availability of coverage in the group and 
individual markets.
    Section 2718 of the PHS Act, as added by the ACA, generally 
requires health insurance issuers to submit an annual MLR report to 
HHS, and provide rebates to enrollees if the issuers do not achieve 
specified MLR thresholds.
    Section 2791 of the PHS Act defines several terms, including 
``large group market''.
    Section 1301(a)(1)(B) of the ACA directs all issuers of QHPs to 
cover the EHB package described in section 1302(a) of the ACA, 
including coverage of the services described in section 1302(b) of the 
ACA, adherence to the cost-sharing limits described in section 1302(c) 
of the ACA, and meeting the AV levels established in section 1302(d) of 
the ACA. Section 2707(a) of the PHS Act, which is effective for plan or 
policy years beginning on or after January 1, 2014, extends the 
requirement to cover the EHB package to non-grandfathered individual 
and small group health insurance coverage, irrespective of whether such 
coverage is offered through an Exchange. In addition, section 2707(b) 
of the PHS Act directs non-grandfathered group health plans to ensure 
that cost sharing under the plan does not exceed the limitations 
described in sections 1302(c)(1) of the ACA.
    Section 1302 of the ACA provides for the establishment of an EHB 
package that includes coverage of EHBs (as defined by the Secretary of 
HHS), cost-sharing limits, and AV requirements. The law directs that 
EHBs be equal in scope to the benefits provided under a typical 
employer plan, and that they cover at least the following 10 general 
categories: Ambulatory patient services; emergency services; 
hospitalization; maternity and newborn care; mental health and 
substance use disorder services, including behavioral health treatment; 
prescription drugs; rehabilitative and habilitative services and 
devices; laboratory services; preventive and wellness services and 
chronic disease management; and pediatric services, including oral and 
vision care. Section 1302(d) of the ACA describes the various levels of 
coverage based on their AV. Consistent with section 1302(d)(2)(A) of 
the ACA, AV is calculated based on the provision of EHB to a standard 
population. Section 1302(d)(3) of the ACA directs the Secretary of HHS 
to develop guidelines that allow for de minimis variation in AV 
calculations. Sections 1302(b)(4)(A) through (D) of the ACA establishes 
that the Secretary must define EHB in a manner that: (1) Reflects 
appropriate balance among the 10 categories; (2) is not designed in 
such a way as to discriminate based on age, disability, or expected 
length of life; (3) takes into account the health care needs of diverse 
segments of the population; and (4) does not allow denials of EHBs 
based on age, life expectancy, disability, degree of medical 
dependency, or quality of life.
    Section 1311(c) of the ACA provides the Secretary the authority to 
issue regulations to establish criteria for the certification of QHPs. 
Section 1311(c)(1)(B) of the ACA requires among the criteria for 
certification that the Secretary must establish by regulation that QHPs 
ensure a sufficient choice of providers. Section 1311(e)(1) of the ACA 
grants the Exchange the authority to certify a health plan as a QHP if 
the health plan meets the Secretary's requirements for certification 
issued under section 1311(c) of the ACA, and the Exchange determines 
that making the plan available through the Exchange is in the interests 
of qualified individuals and qualified employers in the State. Section 
1311(c)(6)(C) of the ACA establishes special enrollment periods and 
section 1311(c)(6)(D) of the ACA establishes the monthly enrollment 
period for Indians, as defined by section 4 of the Indian Health Care 
Improvement Act.\14\
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    \14\ The Indian Health Care Improvement Act (IHCIA), the 
cornerstone legal authority for the provision of health care to 
American Indians and Alaska Natives, was made permanent when 
President Obama signed the bill on March 23, 2010, as part of the 
Patient Protection and Affordable Care Act.
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    Section 1311(c)(1)(E) of the ACA specifies that to be certified as 
a QHP, each health plan must implement a QIS, which is described in 
section 1311(g)(1) of the ACA. Section 1311(g)(1) of the ACA describes 
this strategy as a payment structure that provides increased 
reimbursement or other incentives to improve health outcomes of plan 
enrollees, to prevent hospital readmissions, improve patient safety and 
reduce medical errors, promote wellness and health, and reduce health 
and health care disparities.
    Section 1311(d)(3)(B) of the ACA permits a State, at its option, to 
require QHPs to cover benefits in addition to EHB. This section also 
requires a State to make payments, either to the individual enrollee or 
to the issuer on behalf of the enrollee, to defray the cost of these 
additional State-required benefits.
    Section 1312(c) of the ACA generally requires a health insurance 
issuer to consider all enrollees in all health plans (except 
grandfathered health plans) offered by such issuer to be members of a 
single risk pool for each of its individual and small group markets. 
States have the option to merge the individual and small group market 
risk pools under section 1312(c)(3) of the ACA.
    Section 1312(e) of the ACA provides the Secretary with the 
authority to establish procedures under which a State may allow agents 
or brokers to (1) enroll qualified individuals and qualified employers 
in QHPs offered through Exchanges and (2) assist individuals in 
applying for PTC and CSRs for QHPs sold through an Exchange.
    Sections 1313 and 1321 of the ACA provide the Secretary with the 
authority to oversee the financial integrity of State Exchanges, their 
compliance with HHS standards, and the efficient and non-discriminatory 
administration of State Exchange activities. Section 1313(a)(5)(A) of 
the ACA provides the Secretary with the authority to implement any 
measure or procedure that the Secretary determines is appropriate to 
reduce fraud and abuse in the administration of the Exchanges. Section 
1321 of the ACA provides for State flexibility in the operation and 
enforcement of Exchanges and related requirements.
    Section 1321(a) of the ACA provides broad authority for the 
Secretary to establish standards and regulations to implement the 
statutory requirements related to Exchanges, QHPs, and other components 
of title I of the ACA, including such other requirements as the 
Secretary, determines appropriate. When operating an FFE under section 
1321(c)(1) of the ACA, HHS has the authority under sections 1321(c)(1) 
and 1311(d)(5)(A) of the ACA to collect and spend user fees. Office of 
Management and Budget (OMB) Circular A-25 Revised \15\ establishes 
Federal policy regarding user fees and specifies that a user charge 
will be assessed against each identifiable recipient for special 
benefits derived from Federal activities

[[Page 27213]]

beyond those received by the general public.
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    \15\ Office of Management and Budget. (2004). Circular A-25 
Revised. <a href="https://www.whitehouse.gov/wp-content/uploads/2017/11/Circular-025.pdf">https://www.whitehouse.gov/wp-content/uploads/2017/11/Circular-025.pdf</a>.
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    Section 1321(d) of the ACA provides that nothing in title I of the 
ACA must be construed to preempt any State law that does not prevent 
the application of title I of the ACA. Section 1311(k) of the ACA 
specifies that Exchanges may not establish rules that conflict with or 
prevent the application of regulations issued by the Secretary.
    Section 1343 of the ACA establishes a permanent risk adjustment 
program to provide payments to health insurance issuers that attract 
higher-than-average risk populations, such as those with chronic 
conditions, funded by payments from those that attract lower-than-
average risk populations, thereby reducing incentives for issuers to 
avoid higher-risk enrollees.
    Section 1401(a) of the ACA amended the Internal Revenue Code (the 
Code) to add section 36B, which, among other things, requires that a 
taxpayer reconcile APTC for a year of coverage with the amount of the 
PTC the taxpayer is allowed for the year.
    Section 1402 of the ACA provides for, among other things, 
reductions in cost sharing for EHB for qualified low- and moderate-
income enrollees in silver level QHPs offered through the individual 
market Exchanges. This section also provides for reductions in cost 
sharing for Indians enrolled in QHPs at any metal level.
    Section 1411(c) of the ACA requires the Secretary to submit certain 
information provided by applicants under section 1411(b) of the ACA to 
other Federal officials for verification, including income and family 
size information to the Secretary of the Treasury. Section 1411(d) of 
the ACA provides that the Secretary must verify the accuracy of 
information provided by applicants under section 1411(b) of the ACA for 
which section 1411(c) does not prescribe a specific verification 
procedure, in such manner as the Secretary determines appropriate.
    Section 1411(f) of the ACA requires the Secretary, in consultation 
with the Treasury and Homeland Security Department Secretaries and the 
Commissioner of Social Security, to establish procedures for hearing 
and making decisions governing appeals of Exchange eligibility 
determinations. Section 1411(f)(1)(B) of the ACA requires the Secretary 
to establish procedures to redetermine eligibility on a periodic basis, 
in appropriate circumstances, including eligibility to purchase a QHP 
through the Exchange and for APTC and CSRs.
    Section 1411(g) of the ACA allows the use of applicant information 
only for the limited purposes of, and to the extent necessary to, 
ensure the efficient operation of the Exchange, including by verifying 
eligibility to enroll through the Exchange and for APTC and CSRs, and 
limits the disclosure of such information.
    Section 1557 of the ACA applies certain long-standing civil rights 
nondiscrimination requirements to ``any health program or activity, any 
part of which is receiving Federal financial assistance, including 
credits, subsidies, or contracts of insurance, or under any program or 
activity that is administered by an Executive agency, or any entity 
established under'' Title I of the ACA (or amendments). It did so by 
referencing statutes that specify prohibited grounds of discrimination, 
namely, race, color, national origin, sex, age, or disability, in an 
array of federally funded and administered programs or activities.\16\ 
In addition, HHS has previously finalized rules unrelated to section 
1557 of the ACA to address populations that have historically been 
subject to discrimination.
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    \16\ 42 U.S.C. 18116.
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    Section 5000A of the Code, as added by section 1501(b) of the ACA, 
requires individuals to have minimum essential coverage (MEC) for each 
month, qualify for an exemption, or make an individual shared 
responsibility payment. Under the Tax Cuts and Jobs Act, which was 
enacted on December 22, 2017, the individual shared responsibility 
payment is reduced to $0, effective for months beginning after December 
31, 2018.\17\ Notwithstanding that reduction, certain exemptions are 
still relevant to determine whether individuals age 30 and above 
qualify to enroll in catastrophic coverage under Sec. Sec.  155.305(h) 
and 156.155(a)(5).
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    \17\ Public Law 115-97, 131 Stat. 2054 (2017).
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1. Premium Stabilization Programs
    The premium stabilization programs refer to the risk adjustment, 
risk corridors, and reinsurance programs established by the ACA.\18\ 
For past rulemaking, we refer readers to the following rules:
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    \18\ See 42 U.S.C. 18061, 18062, and 18063.
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    <bullet> In the March 23, 2012 Federal Register (77 FR 17219) 
(Premium Stabilization Rule), we implemented the premium stabilization 
programs.
    <bullet> In the March 11, 2013 Federal Register (78 FR 15409) (2014 
Payment Notice), we finalized the benefit and payment parameters for 
the 2014 benefit year to expand the provisions related to the premium 
stabilization programs and set forth payment parameters in those 
programs.
    <bullet> In the October 30, 2013 Federal Register (78 FR 65046), we 
finalized the modification to the HHS-operated methodology related to 
community rating States.
    <bullet> In the November 6, 2013 Federal Register (78 FR 66653), we 
published a correcting amendment to the 2014 Payment Notice final rule 
to address how an enrollee's age for the risk score calculation would 
be determined under the HHS-operated risk adjustment methodology.
    <bullet> In the March 11, 2014 Federal Register (79 FR 13743) (2015 
Payment Notice), we finalized the benefit and payment parameters for 
the 2015 benefit year to expand the provisions related to the premium 
stabilization programs, set forth certain oversight provisions and 
established payment parameters in those programs.
    <bullet> In the May 27, 2014 Federal Register (79 FR 30240), we 
announced the 2015 fiscal year sequestration rate for the risk 
adjustment program.
    <bullet> In the February 27, 2015 Federal Register (80 FR 10749) 
(2016 Payment Notice), we finalized the benefit and payment parameters 
for the 2016 benefit year to expand the provisions related to the 
premium stabilization programs, set forth certain oversight provisions, 
and established the payment parameters in those programs.
    <bullet> In the March 8, 2016 Federal Register (81 FR 12203) (2017 
Payment Notice), we finalized the benefit and payment parameters for 
the 2017 benefit year to expand the provisions related to the premium 
stabilization programs, set forth certain oversight provisions and 
established the payment parameters in those programs.
    <bullet> In the December 22, 2016 Federal Register (81 FR 94058) 
(2018 Payment Notice), we finalized the benefit and payment parameters 
for the 2018 benefit year, added the high-cost risk pool parameters to 
the HHS risk adjustment methodology, incorporated prescription drug 
factors in the adult models, established enrollment duration factors 
for the adult models, and finalized policies related to the collection 
and use of enrollee-level EDGE data.
    <bullet> In the April 17, 2018 Federal Register (83 FR 16930) (2019 
Payment Notice), we finalized the benefit and payment parameters for 
2019 benefit year, created the State flexibility framework permitting 
States to request a reduction in risk adjustment State transfers 
calculated by HHS, and adopted a new methodology for HHS-RADV 
adjustments to transfers.
    <bullet> In the May 11, 2018 Federal Register (83 FR 21925), we 
published a correction to the 2019 risk adjustment

[[Page 27214]]

coefficients in the 2019 Payment Notice final rule.
    <bullet> On July 27, 2018, consistent with 45 CFR 153.320(b)(1)(i), 
we updated the 2019 benefit year final risk adjustment model 
coefficients to reflect an additional recalibration related to an 
update to the 2016 enrollee-level EDGE dataset.\19\
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    \19\ Updated 2019 Benefit Year Final HHS Risk Adjustment Model 
Coefficients. (2018, July 27). CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/2019-Updtd-Final-HHS-RA-Model-Coefficients.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/2019-Updtd-Final-HHS-RA-Model-Coefficients.pdf</a>.
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    <bullet> In the July 30, 2018 Federal Register (83 FR 36456), we 
adopted the 2017 benefit year risk adjustment methodology as 
established in the final rules published in the March 23, 2012 (77 FR 
17220 through 17252) and March 8, 2016 editions of the Federal Register 
(81 FR 12204 through 12352). The final rule set forth an additional 
explanation of the rationale supporting the use of Statewide average 
premium in the HHS-operated risk adjustment State payment transfer 
formula for the 2017 benefit year, including the reasons why the 
program is operated in a budget-neutral manner. The final rule also 
permitted HHS to resume 2017 benefit year risk adjustment payments and 
charges. HHS also provided guidance as to the operation of the HHS-
operated risk adjustment program for the 2017 benefit year in light of 
the publication of the final rule.\20\
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    \20\ Update on the HHS-operated Risk Adjustment Program for the 
2017 Benefit Year. (2018, July 27). <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/2017-RA-Final-Rule-Resumption-RAOps.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/2017-RA-Final-Rule-Resumption-RAOps.pdf</a>.
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    <bullet> In the December 10, 2018 Federal Register (83 FR 63419), 
we adopted the 2018 benefit year HHS-operated risk adjustment 
methodology as established in the final rules published in the March 
23, 2012 (77 FR 17219) and the December 22, 2016 (81 FR 94058) editions 
of the Federal Register. In the rule, we set forth an additional 
explanation of the rationale supporting the use of Statewide average 
premium in the HHS-operated risk adjustment State payment transfer 
formula for the 2018 benefit year, including the reasons why the 
program is operated in a budget-neutral manner.
    <bullet> In the April 25, 2019 Federal Register (84 FR 17454) (2020 
Payment Notice), we finalized the benefit and payment parameters for 
2020 benefit year, as well as the policies related to making the 
enrollee-level EDGE data available as a limited data set for research 
purposes and expanding the HHS uses of the enrollee-level EDGE data, 
approval of the request from Alabama to reduce risk adjustment 
transfers by 50 percent in the small group market for the 2020 benefit 
year, and updates to HHS-RADV program requirements.
    <bullet> On May 12, 2020, consistent with 153.320(b)(1)(i), we 
released 2021 Benefit Year Final HHS Risk Adjustment Model Coefficients 
to the CCIIO website.\21\
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    \21\ Final 2021 Benefit Year Final HHS Risk Adjustment Model 
Coefficients. (2020, May 12). CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Final-2021-Benefit-Year-Final-HHS-Risk-Adjustment-Model-Coefficients.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Final-2021-Benefit-Year-Final-HHS-Risk-Adjustment-Model-Coefficients.pdf</a>.
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    <bullet> In the May 14, 2020 Federal Register (85 FR 29164) (2021 
Payment Notice), we finalized the benefit and payment parameters for 
2021 benefit year, as well as adopted updates to the risk adjustment 
models' HCCs to transition to ICD-10 codes, approved the request from 
Alabama to reduce risk adjustment transfers by 50 percent in small 
group market for the 2021 benefit year, and modified the outlier 
identification process under the HHS-RADV program.
    <bullet> In the December 1, 2020 Federal Register (85 FR 76979) 
(Amendments to the HHS-Operated Risk Adjustment Data Validation Under 
the Patient Protection and Affordable Care Act's HHS-Operated Risk 
Adjustment Program (2020 HHS-RADV Amendments Rule)), we adopted the 
creation and application of Super HCCs in the sorting step that assigns 
HCCs to failure rate groups, finalized a sliding scale adjustment in 
HHS-RADV error rate calculation, and added a constraint for negative 
error rate outliers with a negative error rate. We also established a 
transition from the prospective application of HHS-RADV adjustments to 
apply HHS-RADV results to risk scores from the same benefit year as 
that being audited.
    <bullet> In the September 2, 2020 Federal Register (85 FR 54820), 
we issued an interim final rule containing certain policy and 
regulatory revisions in response to the COVID-19 public health 
emergency (PHE), wherein we set forth risk adjustment reporting 
requirements for issuers offering temporary premium credits in the 2020 
benefit year.
    <bullet> In the May 5, 2021 Federal Register (86 FR 24140), we 
issued part 2 of the 2022 Payment Notice final rule containing policy 
and regulatory revisions related to the risk adjustment program, 
including finalization of the benefit and payment parameters for the 
2022 benefit year and approval of the request from Alabama to reduce 
risk adjustment transfers by 50 percent in the individual and small 
group markets for the 2022 benefit year. In addition, this final rule 
established a revised schedule of collections for HHS-RADV and updated 
the provisions regulating second validation audit (SVA) and initial 
validation audit (IVA) entities.
    <bullet> On July 19, 2021, consistent with Sec.  153.320(b)(1)(i), 
we released Updated 2022 Benefit Year Final HHS Risk Adjustment Model 
Coefficients on the CCIIO website, announcing some minor revisions to 
the 2022 benefit year final risk adjustment adult model 
coefficients.\22\
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    \22\ Updated 2022 Benefit Year Final HHS Risk Adjustment Model 
Coefficients. (2021, July 19). CMS <a href="https://www.cms.gov/files/document/updated-2022-benefit-year-final-hhs-risk-adjustment-model-coefficients-clean-version-508.pdf">https://www.cms.gov/files/document/updated-2022-benefit-year-final-hhs-risk-adjustment-model-coefficients-clean-version-508.pdf</a>.
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2. Program Integrity
    We have finalized program integrity standards related to the 
Exchanges and premium stabilization programs in two rules: The ``first 
Program Integrity Rule'' published in the August 30, 2013 Federal 
Register (78 FR 54069) and the ``second Program Integrity Rule'' 
published in the October 30, 2013 Federal Register (78 FR 65045). We 
also refer readers to the 2019 Patient Protection and Affordable Care 
Act; Exchange Program Integrity rule published in the December 27, 2019 
Federal Register (84 FR 71674).
3. Market Rules
    For past rulemaking related to the market rules, we refer readers 
to the following rules:
    <bullet> In the April 8, 1997 Federal Register (62 FR 16894), HHS, 
with the Department of Labor and Department of the Treasury, published 
an interim final rule relating to the HIPAA health insurance reforms. 
In the February 27, 2013 Federal Register (78 FR 13406) (2014 Market 
Rules), we published the health insurance market rules.
    <bullet> In the May 27, 2014 Federal Register (79 FR 30240) (2015 
Market Standards Rule), we published the Exchange and Insurance Market 
Standards for 2015 and Beyond.
    <bullet> In the December 22, 2016 Federal Register (81 FR 94058), 
we provided additional guidance on guaranteed availability and 
guaranteed renewability.
    <bullet> In the April 18, 2017 Federal Register (82 FR 18346) 
(Market Stabilization final rule), we further interpreted the 
guaranteed availability provision.
    <bullet> In the in the April 17, 2018 Federal Register (83 FR 
17058) (2019 Payment Notice final rule), we clarified that certain 
exceptions to the special enrollment periods only apply to

[[Page 27215]]

coverage offered outside of the Exchange in the individual market.
    <bullet> In the June 19, 2020 Federal Register (85 FR 37160) (2020 
section 1557 final rule), in which HHS discussed section 1557 of the 
ACA, HHS removed nondiscrimination protections based on gender identity 
and sexual orientation from the guaranteed availability regulation.
    <bullet> In part 2 of the 2022 Payment Notice final rule in the May 
5, 2021 Federal Register (86 FR 24140), we made additional amendments 
to the guaranteed availability regulation regarding special enrollment 
periods and finalized new special enrollment periods related to 
untimely notice of triggering events, cessation of employer 
contributions or government subsidies to COBRA continuation coverage, 
and loss of APTC eligibility.
    <bullet> In the September 27, 2021 Federal Register (86 FR 53412) 
(part 3 of the 2022 Payment Notice final rule), which was published by 
HHS and the Department of the Treasury, we finalized additional 
amendments to the guaranteed availability regulations regarding special 
enrollment periods.
4. Exchanges
    We published a request for comment relating to Exchanges in the 
August 3, 2010 Federal Register (75 FR 45584). We issued initial 
guidance to States on Exchanges on November 18, 2010. In the March 27, 
2012 Federal Register (77 FR 18309) (Exchange Establishment Rule), we 
implemented components of the Exchanges and set forth standards for 
eligibility for Exchanges, as well as network adequacy and ECP 
certification standards.
    In the 2014 Payment Notice and the Amendments to the HHS Notice of 
Benefit and Payment Parameters for 2014 interim final rule, published 
in the March 11, 2013 Federal Register (78 FR 15541), we set forth 
standards related to Exchange user fees. We established an adjustment 
to the FFE user fee in the Coverage of Certain Preventive Services 
under the Affordable Care Act final rule, published in the July 2, 2013 
Federal Register (78 FR 39869) (Preventive Services Rule).
    In the 2016 Payment Notice, we also set forth the ECP certification 
standard at Sec.  156.235, with revisions in the 2017 Payment Notice in 
the March 8, 2016 Federal Register (81 FR 12203) and the 2018 Payment 
Notice in the December 22, 2016 Federal Register (81 FR 94058).
    In an interim final rule, published in the May 11, 2016 Federal 
Register (81 FR 29146), we made amendments to the parameters of certain 
special enrollment periods (2016 Interim Final Rule). We finalized 
these in the 2018 Payment Notice final rule, published in the December 
22, 2016 Federal Register (81 FR 94058).
    In the April 18, 2017 Market Stabilization final rule Federal 
Register (82 FR 18346), we amended standards relating to special 
enrollment periods and QHP certification. In the 2019 Payment Notice 
final rule, published in the April 17, 2018 Federal Register (83 FR 
16930), we modified parameters around certain special enrollment 
periods. In the April 25, 2019 Federal Register (84 FR 17454), the 
final 2020 Payment Notice established a new special enrollment period.
    We published the final rule in the May 14, 2020 Federal Register 
(85 FR 29164) (2021 Payment Notice).
    In the January 19, 2021 Federal Register (86 FR 6138), we finalized 
part 1 of the 2022 Payment Notice final rule that finalized only a 
subset of the proposals in the 2022 Payment Notice proposed rule. In 
the May 5, 2021 Federal Register (86 FR 24140), we published (part 2 of 
the 2022 Payment Notice final rule). In the September 27, 2021 Federal 
Register (86 FR 53412) (part 3 of the 2022 Payment Notice final rule), 
in conjunction with the Department of the Treasury, we finalized 
amendments to certain policies in part 1 of the 2022 Payment Notice 
final rule.
    In the January 5, 2022 Federal Register (87 FR 584), we published a 
proposed rule that outlined proposals to maintain the user fee rate for 
issuers offering plans through the FFEs and maintain the user fee rate 
for issuers offering plans through the SBE-FPs. We also proposed 
various policies to address certain agent, broker, and web broker 
practices and conduct. We also proposed updates to the requirement that 
all Exchanges conduct special enrollment period verifications.
5. Essential Health Benefits
    On December 16, 2011, HHS released a bulletin that outlined an 
intended regulatory approach for defining EHB, including a benchmark-
based framework.\23\ We established requirements relating to EHBs in 
the Standards Related to Essential Health Benefits, Actuarial Value, 
and Accreditation Final Rule, which was published in the February 25, 
2013 Federal Register (78 FR 12833) (EHB Rule). In the 2019 Payment 
Notice, published in the April 17, 2018 Federal Register (83 FR 16930), 
we added Sec.  156.111 to provide States with additional options from 
which to select an EHB-benchmark plan for PYs 2020 and beyond.
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    \23\ Essential Health Benefits Bulletin. (2011, December 16). 
CMS. <a href="https://www.cms.gov/CCIIO/Resources/Files/Downloads/essential_health_benefits_bulletin.pdf">https://www.cms.gov/CCIIO/Resources/Files/Downloads/essential_health_benefits_bulletin.pdf</a>.
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6. Medical Loss Ratio (MLR)
    We published a request for comment on section 2718 of the PHS Act 
in the April 14, 2010 Federal Register (75 FR 19297), and published an 
interim final rule with a 60-day comment period relating to the MLR 
program on December 1, 2010 (75 FR 74863). A final rule with a 30-day 
comment period was published in the December 7, 2011 Federal Register 
(76 FR 76573). An interim final rule with a 60-day comment period was 
published in the December 7, 2011 Federal Register (76 FR 76595). A 
final rule was published in the Federal Register on May 16, 2012 (77 FR 
28790). The MLR program requirements were amended in final rules 
published in the March 11, 2014 Federal Register (79 FR 13743), the May 
27, 2014 Federal Register (79 FR 30339), the February 27, 2015 Federal 
Register (80 FR 10749), the March 8, 2016 Federal Register (81 FR 
12203), the December 22, 2016 Federal Register (81 FR 94183), the April 
17, 2018 Federal Register (83 FR 16930), the May 14, 2020 Federal 
Register (85 FR 29164), an interim final rule that was published in the 
September 2, 2020 Federal Register (85 FR 54820), and the May 5, 2021 
Federal Register (86 FR 24140).
7. Quality Improvement Strategy
    We promulgated regulations in 45 CFR 155.200(d) to direct Exchanges 
to evaluate quality improvement strategies, and 45 CFR 156.200(b) that 
direct QHP issuers to implement and report on a quality improvement 
strategy or strategies consistent with section 1311(g) standards as QHP 
certification criteria for participation in an Exchange. In the 2016 
Payment Notice, published in the February 27, 2015 Federal Register (80 
FR 10749), we finalized regulations at Sec.  156.1130 to establish 
standards and the associated timeframe for QHP issuers to submit the 
necessary information to implement QIS standards for QHPs offered 
through an Exchange.
8. Nondiscrimination
    Section 1302 of the ACA provides for the establishment of an EHB 
package that includes coverage of EHB and AV requirements. In the 
February 25, 2013 Federal Register (78 FR 12834), HHS published the 
``Patient Protection and Affordable Care Act; Standards Related to 
Essential Health Benefits, Actuarial

[[Page 27216]]

Value, and Accreditation'' final rule, which included nondiscrimination 
protections.
    In the 2020 section 1557 final rule on section 1557 of the ACA, 
published in the June 19, 2020 Federal Register (85 FR 37160), HHS 
removed nondiscrimination protections on the basis of gender identity 
and sexual orientation from various CMS nondiscrimination regulations. 
In the HHS Notice of Interpretation and Enforcement of Section 1557 of 
the Affordable Care Act and Title IX of the Education Amendments of 
1972, published in the May 25, 2021 Federal Register (86 FR 27984), HHS 
informed the public that HHS will interpret and enforce section 1557's 
and Title IX's prohibition on discrimination on the basis of sex to 
include discrimination based on sexual orientation and gender identity.

B. Stakeholder Consultation and Input

    HHS consulted with stakeholders on policies related to the PHS Act 
and ACA Federal market reform requirements, including the operation of 
Exchanges and the risk adjustment program (including HHS-RADV). For 
example, related to risk adjustment, HHS released the 2021 HHS-Operated 
Risk Adjustment Technical Paper on Possible Model Changes \24\ and the 
HHS-Operated Risk Adjustment Technical Paper on Possible Model Changes: 
Summary Results for Transfer Simulations.\25\ We also held a number of 
meetings with consumers, providers, employers, health plans, advocacy 
groups, and the actuarial community to gather public input. We 
solicited input from State representatives on numerous topics, 
particularly EHBs, State mandates, and risk adjustment. We consulted 
with stakeholders through regular meetings with the National 
Association of Insurance Commissioners (NAIC), regular contact with 
States through the Exchange Blueprint approval and general Exchange 
oversight processes, and meetings with Tribal leaders and 
representatives, health insurance issuers, trade groups, consumer 
advocates, employers, and other interested parties. We considered all 
public input and written comments we received in response to the 
proposed rulemaking as we developed the policies in this final rule.
---------------------------------------------------------------------------

    \24\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \25\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes: Summary Results for Transfer Simulations. (2021, 
December 28). CMS. <a href="https://www.cms.gov/files/document/report-summary-results-transfer-simulations.pdf">https://www.cms.gov/files/document/report-summary-results-transfer-simulations.pdf</a>.
---------------------------------------------------------------------------

C. Structure of Final Rule

    The regulations outlined in this final rule will be codified in 45 
CFR parts 144, 147, 153, 155, 156, and 158.
    The changes to 45 CFR part 144 will remove superfluous language 
from the definition of a large group market.
    The changes to 45 CFR part 147 will ensure that issuers cannot 
refuse to effectuate new coverage based on the failure of an individual 
or employer to pay premiums owed for prior coverage.
    The policies relating to 45 CFR part 153 involve recalibration of 
the 2023 benefit year risk adjustment models using the 2017, 2018, and 
2019 enrollee-level EDGE data. We also finalize updates to the adult 
and child risk adjustment models for 2023 and beyond to better predict 
plan liability for certain subpopulations. Specifically, beginning with 
the 2023 benefit year, we will update the adult risk adjustment models 
by removing the current severity illness factors and replacing the 
current enrollment duration factors with enrollment duration factors 
contingent on the enrollee having at least one HCC. In addition, we 
will add an interacted HCC count model specification for 2023 and 
beyond to the adult and child models. We are not finalizing the 
proposal to add a two-stage weighted approach to model recalibrations.
    We are finalizing a market pricing adjustment to the plan liability 
associated with Hepatitis C drugs in the risk adjustment models, 
consistent with the approach adopted beginning with the 2020 models. We 
are finalizing removing the mapping of hydroxychloroquine sulfate to 
RXC 09 (Immune Suppressants and Immunomodulators) in the 2018 and 2019 
benefit year enrollee-level EDGE data used for the annual recalibration 
of the HHS risk adjustment models.\26\ For the 2024 benefit year and 
beyond, we will recalibrate the models using the final, fourth quarter 
(Q4) RXC mapping document that was applicable for each benefit year of 
data that is included in the current year's model recalibration. We are 
finalizing using this approach for recalibration of the 2023 adult risk 
adjustment models with the exception of the 2017 enrollee-level EDGE 
data year, for which we will use the most recent RXC mapping document 
that was available when we first processed the 2017 enrollee-level EDGE 
data (that is, Q2 2018).
---------------------------------------------------------------------------

    \26\ The same concern was not present for the 2017 enrollee-
level EDGE data because hydroxychloroquine sulfate was not included 
in the RXC crosswalk until 2018.
---------------------------------------------------------------------------

    We are finalizing the proposal to collect and extract five new data 
elements as part of the enrollee-level EDGE data. Beginning with the 
2023 benefit year, issuers will be required to populate the ZIP Code 
and subsidy indicator fields as part of their EDGE data submissions. 
Issuers will also be required to populate the race, ethnicity, and 
Individual Coverage Health Reimbursement Arrangement (ICHRA) indicator 
fields. For the 2023 and 2024 benefit years, we are adopting a 
transitional period for the race, ethnicity, and ICHRA indicator fields 
during which time issuers will be required to populate these fields 
using available data sources. Then, beginning with the 2025 benefit 
year, issuers that do not have an existing source to populate these 
fields for particular enrollees will also be required to make a good 
faith effort to collect and submit race, ethnicity, and ICHRA indicator 
data elements for these enrollees. We are also finalizing the proposal 
to extract three data elements--plan ID, rating area, and subscriber 
indicator--issuers already report to their EDGE servers as part of the 
required risk adjustment data. We are finalizing the extraction of plan 
ID and rating area beginning with the 2021 benefit year, and subscriber 
indicator will be extracted beginning with the 2022 benefit year. 
Additionally, we finalize the proposal to amend Sec.  153.730 to 
address situations when April 30 does not fall on a business day and to 
provide that when this occurs, the deadline for issuers to submit the 
required risk adjustment data in States where HHS operates the program 
would be the next applicable business day.
    In part 153, we are finalizing policies related to risk adjustment 
State flexibility requests. We are finalizing the repeal of the ability 
of States to request a reduction in risk adjustment State transfers 
starting with the 2024 benefit year, with an exception for prior 
participants. We further limit a prior participant's ability to request 
a reduction in risk adjustment transfers starting with the 2024 benefit 
year to only those that meet the de minimis threshold criteria. In 
future rulemaking, HHS intends to propose to eliminate the prior 
participant exception starting with the 2025 benefit year. For the 2023 
benefit year, we approve Alabama's requests to reduce risk adjustment 
State transfers, but at lower percentages, than the State requested. We 
approve for the 2023 benefit year a 25 percent reduction in Alabama's 
individual market (including the catastrophic and non-

[[Page 27217]]

catastrophic risk pools) transfers and a 10 percent reduction in 
Alabama's small group market transfers.
    In part 153, we also finalize the risk adjustment user fee for the 
2023 benefit year at $0.22 PMPM. We also finalize the proposed update 
to the HHS-RADV error estimation process to extend the application of 
Super HCCs beyond the sorting step that assigns HCCs to failure rate 
groups, to also apply throughout the HHS-RADV error rate calculation 
processes. We further specify that Super HCCs will be defined 
separately according to the model (infant, child, adult) to which an 
enrollee is subject, except for where child and adult coefficient 
estimation groups have identical definitions. We also finalize the 
proposal to constrain to zero any failure rate group outlier negative 
failure rate, regardless of whether the outlier issuer has a negative 
or positive error rate. These refinements to the HHS-RADV error rate 
methodology and processes will apply beginning with the 2021 benefit 
year. Finally, we adopt the policy that whenever HHS recoups high-cost 
risk pool funds as a result of audits of risk adjustment covered plans, 
an actionable discrepancy, or a successful administrative appeal, the 
recouped high-cost risk pool funds will be used to reduce high-cost 
risk pool charges for that national high-cost risk pool beginning for 
the next benefit year for which a high-cost risk pool payment has not 
already been calculated.
    In addition, we are finalizing the part 153 proposals related to 
MLR reporting requirements and how issuers should report certain ACA 
program amounts that could be subject to reconsideration. More 
specifically, we add references to HHS-RADV adjustments to Sec.  
153.710(h) to make clear that HHS expects issuers to report HHS-RADV 
adjustments as part of their MLR reports in the same manner as they 
report risk adjustment payment and charge amounts.
    We finalize changes to 45 CFR part 155 to allow Exchanges to 
implement a verification process for enrollment in or eligibility for 
an eligible employer sponsored plan based on the Exchange's assessment 
of risk for inappropriate payments of APTC/CSR. We are codifying the 
proposed APTC proration methodology as the methodology Exchanges on the 
Federal platform will continue to use, but we are not finalizing the 
requirement for State Exchanges to prorate premium or APTC amounts 
using the methodology described in the proposed rule. Rather, we are 
finalizing that beginning in PY 2024, State Exchanges will be required 
to report to HHS their methodology that ensures the amount of APTC 
applied to an enrollee's monthly premium does not exceed their total 
monthly APTC.
    We are also finalizing new requirements in part 155 related to the 
QHP comparative information and standardized disclaimer required to be 
displayed on web-broker non-Exchange websites; a prohibition on 
displaying QHP advertisements or otherwise providing favored or 
preferred placement in the display of QHPs on web-broker non-Exchange 
websites based on compensation agents, brokers, or web-brokers receive 
from QHP issuers; and the prominent display of a clear explanation of 
the rationale for explicit QHP recommendations and the methodology for 
the default display of QHPs on web-broker non-Exchange websites to 
better inform and protect consumers using such websites. After 
consideration and review of the comments, we will not finalize Sec.  
155.220(j)(2)(ii)(A)(1), which would prohibit agents from entering 
consumer email addresses with domains that remove email from an inbox 
after a set period of time. We encourage agents, brokers, and web-
broker entities to remain aware of, and avoid using, such temporary 
email accounts when assisting consumers in obtaining coverage as a best 
practice and will likely issue future guidance on the matter. 
Otherwise, we are generally finalizing the changes to the remainder of 
Sec.  155.220(j)(2)(ii) to clarify the FFE standards of conduct for 
agents, brokers, and web-brokers, and what it means to provide the 
Exchange with correct information under section 1411(b) of the ACA. We 
also finalize the changes to Sec.  155.220(j)(2)(vi) through (viii) to 
expand the FFE standards of conduct and codify more detail about 
specific business practices that are prohibited.
    In 45 CFR part 156, we are finalizing the user fee rates for the 
2023 benefit year for all issuers participating on Exchanges that use 
the Federal platform. We also finalize technical amendments to Sec.  
156.50 to conform with the repeal of the Exchange Direct Enrollment 
(DE) option finalized in part 3 of the 2022 Payment Notice (86 FR 53412 
at 53424 through 53429 and 53445). Also, we finalize changes to Sec.  
156.430 to clarify that the CSR data submission process is mandatory 
only for those issuers that receive CSR payments from HHS for any part 
of the benefit year as a result of HHS possessing an appropriation to 
make CSR payments and voluntary for other issuers.
    In part 156, we are also finalizing a refinement to the EHB 
nondiscrimination policy to provide that a nondiscriminatory health 
plan design that provides EHB is one that is clinically based; a 
permanent annual deadline in early May for EHB-benchmark plan 
applications by States, a repeal of States' ability to permit issuers 
to substitute benefits between EHB categories; changes to the de 
minimis thresholds for the AV of plans subject to the AV requirements, 
as well as narrower de minimis thresholds for individual market silver 
QHPs and income-based CSR plan variations; and a repeal of the annual 
requirement for States to report to HHS State-required benefits in 
addition to the EHB.
    In part 156, we are also finalizing a requirement that issuers of 
QHPs in FFEs and SBE-FPs offer through the Exchange standardized QHP 
options beginning in PY 2023. We are also finalizing an update to the 
QIS standards to require QHP issuers to address health and health care 
disparities as a specific topic area within their QIS beginning in 
2023.
    The changes to 45 CFR part 158 codify that only those provider 
incentives and bonuses that are tied to clearly defined, objectively 
measurable, and well-documented clinical or quality improvement 
standards that apply to providers may be included in incurred claims 
for MLR reporting and rebate calculation purposes. The changes to part 
158 also specify that only expenses directly related to activities that 
improve health care quality may be included as QIA expenses for MLR 
reporting and rebate calculation purposes. In addition, we finalize a 
technical amendment to Sec.  158.170(b) to correct an oversight and 
remove the reference to the percentage of premium QIA reporting option 
described in Sec.  158.221(b)(8), a provision that was vacated by the 
United States District Court for the District of Maryland in City of 
Columbus,\27\ and thus deleted in part 2 of the 2022 Payment Notice 
final rule.
---------------------------------------------------------------------------

    \27\ City of Columbus, et al. v. Cochran, 523 F. Supp. 3d 731 
(D. Md. 2021).
---------------------------------------------------------------------------

III. Provisions of the Final HHS Notice of Benefit and Payment 
Parameters for 2023

A. Part 144--Requirements Relating to Health Insurance Coverage

1. Definitions (Sec.  144.103)
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 594), we proposed to remove the phrase 
``unless otherwise provided under State law'' from the definition of 
large group market at Sec.  144.103. As discussed in the proposed rule, 
the phrase has no meaning or application and does not appear in the

[[Page 27218]]

statutory definition of large group market in section 2791(e)(3) of the 
PHS Act. That phrase was initially included in the PHS Act regulatory 
definitions of large group market, large employer, and small employer 
adopted by HHS under HIPAA.\28\ However, in the final rules published 
on October 30, 2013 (78 FR 65045), we amended the definitions of large 
employer and small employer to make them consistent with section 
2791(e) of the PHS Act, as amended by the ACA, and in so doing, removed 
that phrase from the definitions. At that time, we inadvertently 
neglected to delete the phrase from the regulatory definition of large 
group market, and we proposed to do so in the proposed rule, to align 
these definitions and make the regulatory definition for large group 
market consistent with the definition under the ACA.
---------------------------------------------------------------------------

    \28\ 62 FR 16894 and 69 FR 78720.
---------------------------------------------------------------------------

    We sought comment on this proposal.
    After reviewing public comments, we are finalizing this provision 
as proposed. The removal of the phrase ``unless otherwise provided 
under State law,'' will add clarity to the regulatory definition of 
``large group market,'' and align with the current definition under 
section 2791(e) of the PHS Act.
    We summarize and respond to public comments received on the 
definition of large group market below.
    Comment: We received two comments related to the definition of a 
large group market. One commenter did not see any adverse consequences 
to the revision. Another expressed concern that State law definitions 
of ``large group'' would be adversely affected by the change in Federal 
law because each State passes laws tailored to the market in their 
respective State.
    Response: As discussed in the proposed rule, we proposed this 
change to align the regulation with the underlying statutory definition 
of ``large group market,'' which does not include the phrase ``unless 
otherwise provided under State law.'' In addition, removing this 
language will not affect State law definitions of large group market to 
the extent that they do not prevent the application of Federal law.

B. Part 147--Health Insurance Reform Requirements for the Group and 
Individual Health Insurance Markets

1. Guaranteed Availability of Coverage (Sec.  147.104)
a. Past-Due Premiums
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 594 through 595), we proposed to re-interpret 
the guaranteed availability requirement at section 2702 of the PHS Act 
and its implementing regulation at Sec.  147.104 to require issuers to 
accept individuals and employers who apply for coverage, even when the 
individual or employer owes past-due premiums for coverage from the 
same issuer or another issuer in the same controlled group. Under the 
current interpretation of the guaranteed availability requirement, to 
the extent permitted by applicable State law, an issuer does not 
violate the guaranteed availability requirements under Sec.  147.104 
when the issuer attributes a premium payment made for new coverage to 
any past-due premiums owed for coverage from the same issuer or another 
issuer in the same controlled group within the prior 12-month period 
before effectuating enrollment in the new coverage.\29\
---------------------------------------------------------------------------

    \29\ 82 FR 18346, 18349 through 18353.
---------------------------------------------------------------------------

    On January 28, 2021, President Biden issued Executive Order 14009, 
``Strengthening Medicaid and the Affordable Care Act'' (E.O. 
14009).\30\ Section 3 of E.O. 14009 directs HHS, and the heads of all 
other executive departments and agencies with authorities and 
responsibilities related to Medicaid and the ACA, to review all 
existing regulations, orders, guidance documents, policies, and any 
other similar agency actions to determine whether they are inconsistent 
with policy priorities described in Section 1 of E.O. 14009, to include 
protecting and strengthening the ACA and making high-quality health 
care accessible and affordable for all individuals. On April 5, 2022, 
President Biden issued Executive Order 14070, ``Continuing to 
Strengthen Americans' Access to Affordable, Quality Health Coverage'' 
(E.O. 14070).\31\ Section 2 of E.O. 14070 directs agencies with 
responsibilities related to Americans' access to health coverage, in 
addition to taking the actions directed pursuant to E.O. 14009, to 
review agency actions to identify ways to continue to expand the 
availability of affordable health coverage, to improve the quality of 
coverage, to strengthen benefits, and to help more Americans enroll in 
quality health coverage. Consistent with section 3(iv) of E.O. 14009 
and section 2(a) of E.O. 14070, the re-interpretation of the guaranteed 
availability requirement is intended to remove an unnecessary barrier 
and make it easier for consumers to enroll in coverage.
---------------------------------------------------------------------------

    \30\ Executive Order 14009 on Strengthening Medicaid and the 
Affordable Care Act. (2021, February 2). See 86 FR 7793.
    \31\ Executive Order 14070 on Continuing to Strengthen 
Americans' Access to Affordable, Quality Health Coverage, April 5, 
2022; see 87 FR 20689.
---------------------------------------------------------------------------

    In the proposed rule (87 FR 594), we proposed to re-designate Sec.  
147.104(i) as Sec.  147.104(j) and add a new Sec.  147.104(i) to 
specify that a health insurance issuer that denies coverage to an 
individual or employer due to the individual's or employer's failure to 
pay premium owed under a prior policy, certificate, or contract of 
insurance, including by attributing payment of premium for a new 
policy, certificate, or contract of insurance to the prior policy, 
certificate, or contract of insurance, violates Sec.  147.104(a). Based 
on our experience, we believe that the currently effective 
interpretation of guaranteed availability has the unintended 
consequence of creating barriers to health coverage that 
disproportionately affect low-income individuals.
    After reviewing the public comments, we are finalizing this 
provision as proposed. We summarize and respond to public comments 
received on the proposed re-interpretation of guaranteed availability 
requirements for the group and individual health insurance markets 
below.
    Comment: Many commenters supported the proposal, stating that the 
current interpretation of the guaranteed availability requirement is 
inconsistent with the ACA and creates barriers to accessing health care 
that disproportionately harm persons with low incomes and those 
experiencing economic hardship. Other commenters in favor of the 
proposal stated that the current interpretation of the guaranteed 
availability requirement is a barrier to enrollment that 
disproportionately impacts people of color, especially women of color, 
persons with disabilities, lesbian, gay, bisexual, transgender, queer, 
and intersex (LGBTQI+) people, and immigrants.
    Some commenters stated that non-payment of past-due premiums is 
typically not an intentional decision to avoid financial 
responsibility, and may be the result of a mistake or catastrophic 
events such as financial hardship, environmental disaster, 
hospitalization, or lack of awareness of past-due premium debt. Some 
commenters expressed concern that the current interpretation of the 
guaranteed availability requirement permits issuers to adopt punitive 
measures against consumers who, without malice, are unable to satisfy 
past-due premium debt.
    Some commenters stated that the current interpretation of the 
guaranteed availability requirement compounds barriers to enrollment by 
requiring consumers with past-due premium debt

[[Page 27219]]

to pay multiple months of premiums on top of a binder payment in order 
to effectuate coverage. A commenter noted that there is no evidence 
that individuals are attempting to ``game the system'' by enrolling in 
coverage and paying premiums only when care is needed. Other commenters 
stated that the current interpretation poses a steep barrier to 
enrollment for consumers responding to catastrophic life events, 
particularly given that the amount of past-due premiums owed to payors 
is nominal compared to issuer profits.
    Other commenters opposed the proposed policy and stated that more 
research is necessary to determine why individuals and employers fail 
to pay past-due premiums and questioned whether other coverage options 
could be made more accessible.
    Response: We believe finalizing the proposed re-interpretation of 
the guaranteed availability requirement will alleviate a barrier to 
enrollment for individuals struggling to access health coverage, which 
disproportionately affects historically marginalized populations and 
individuals facing financial hardship. The current interpretation of 
this policy disincentivizes enrollment by conditioning coverage on the 
repayment of the past-due premium debt, which may deter individuals who 
have accrued past-due premium debt from seeking coverage altogether. 
Conversely, permitting individuals to enroll in coverage, regardless of 
past-due premium debt, will help ensure continuous access to health 
care, especially for individuals facing dire economic circumstances. We 
agree with commenters that enrollees fail to pay premiums for numerous, 
valid reasons that have nothing to do with exploiting grace periods or 
special enrollment periods to avoid paying for health coverage. 
Additionally, many consumers and small businesses face financial 
challenges. As such, we believe it is prudent to remove barriers to 
accessing health coverage to ease the enrollment process.
    While the exact cause of premium non-payment and past-due premium 
accrual may not be clear in all cases, we are of the view that this 
should not be a reason to deny individuals coverage. We agree with 
commenters suggesting that more research is needed to determine why 
individuals and employers fail to pay past-due premiums, and believe 
that such research could inform future policies to better support 
consumers in staying enrolled in coverage.\32\
---------------------------------------------------------------------------

    \32\ Cunningham, P.J., Green, T.L., & Braun, R.T. (2018, 
February 26). Income Disparities in the Prevalence, Severity, and 
Costs of Co-Occurring Chronic and Behavioral Health Conditions. 
Medical Care.
---------------------------------------------------------------------------

    Comment: Some commenters recommended limiting the re-interpretation 
of the guaranteed availability requirement to the individual market and 
not making it applicable to the group market. One commenter stated that 
the proposed change could have significant impacts on issuer management 
of enrollment and billing for group market accounts.
    Response: Under section 2702 of the PHS Act and Sec.  147.104, the 
guaranteed availability requirement applies to both the individual and 
group markets. We believe the same principles underlying this policy 
should apply equally to both markets, and therefore, decline to adopt 
this recommendation.
    Comment: Commenters stated that this proposal restricts issuers' 
ability to collect past-due premiums or requires them to forgive such 
debt. Some commenters expressed concern that finalizing the proposal 
will remove a disincentive that guards against enrollees ceasing to pay 
premiums during the last 3 months of the plan year, and will leave 
issuers without adequate redress when faced with non-payment. Some 
commenters stated that permitting individuals with past-due premium 
debt to enroll in coverage before repaying past-due premiums will 
ultimately result in fewer choices and higher premiums, harming 
consumers with low incomes. One commenter requested that HHS specify 
other options for issuers besides collections.
    In contrast, another commenter noted that issuers have largely 
chosen not to use the flexibility provided under the current 
interpretation of the guaranteed availability requirement because the 
implementation of a policy that attributes payments made for new 
coverage to past-due premiums before effectuating new enrollment would 
cost more than the past-due premiums the issuer would recoup through 
such a policy. Other commenters agreed that issuers have other tools 
for recouping unpaid premiums. Some commenters suggested that issuers 
should be prohibited from acting to collect past-due premiums.
    Response: We disagree that this proposal restricts issuers from 
collecting past-due premiums. Issuers are generally not permitted to 
forgive the past-due premium debt and have alternative methods to 
collect past-due premiums (such as pursuing debt collection). We 
believe this mitigates the risk that some enrollees may take advantage 
of the guaranteed availability rules. We also believe that the low 
adoption among issuers of policies that rely on the current 
interpretation of guaranteed availability demonstrates that there are 
sufficient avenues for issuers to collect past-due premium debt without 
having to condition enrollment into new coverage on the payment of 
past-due premium debt. However, we acknowledge that issuers that 
implemented a policy of attributing payment made for new coverage to 
past-due premiums before effectuating enrollment will need to make 
operational changes as a result of this re-interpretation of the 
guaranteed availability requirement. Finally, in response to the 
commenter's suggestion that issuers should be prohibited from acting to 
collect on debt for past-due premiums, we reiterate that an issuer's 
forgiveness of premium debt is generally not permissible under our 
rules.
b. Nondiscrimination Based on Sexual Orientation and Gender Identity
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 595 through 597), we proposed to amend 45 CFR 
147.104(e) to explicitly prohibit discrimination based on sexual 
orientation and gender identity. As we explain in the Supplemental 
Information section earlier in the preamble, HHS will address this 
policy, as well as the public comments submitted in response to this 
proposal, in a future rulemaking.

C. Part 153--Standards Related to Reinsurance, Risk Corridors, and Risk 
Adjustment

    In subparts A, D, G, and H of part 153, we established standards 
for the administration of the risk adjustment program. In accordance 
with Sec.  153.310(a), a State that is approved or conditionally 
approved by the Secretary to operate an Exchange may establish a risk 
adjustment program, or have HHS do so on its behalf.\33\ HHS did not 
receive any requests from States to operate risk adjustment for the 
2023 benefit year. Therefore, HHS will operate risk adjustment in every 
State and the District of Columbia for the 2023 benefit year.
---------------------------------------------------------------------------

    \33\ See also 42 U.S.C. 18041(c)(1).
---------------------------------------------------------------------------

1. Sequestration
    In accordance with the OMB Report to Congress on the Joint 
Committee Reductions for Fiscal Year 2022, the permanent risk 
adjustment program is subject to the fiscal year 2022

[[Page 27220]]

sequestration.\34\ Therefore, the risk adjustment program will be 
sequestered at a rate of 5.7 percent for payments made from fiscal year 
2022 resources (that is, funds collected during the 2022 fiscal year).
---------------------------------------------------------------------------

    \34\ OMB Report to the Congress on the BBEDCA 251A Sequestration 
for Fiscal Year 2022. (2021, May 28). White House. <a href="https://www.whitehouse.gov/wp-content/uploads/2021/05/BBEDCA_251A_Sequestration_Report_FY2022.pdf">https://www.whitehouse.gov/wp-content/uploads/2021/05/BBEDCA_251A_Sequestration_Report_FY2022.pdf</a>.
---------------------------------------------------------------------------

    HHS, in coordination with OMB, has determined that, under section 
256(k)(6) of the Balanced Budget and Emergency Deficit Control Act of 
1985 (Pub. L. 99-177, enacted December 12, 1985), as amended, and the 
underlying authority for the risk adjustment program, the funds that 
are sequestered in the fiscal year 2022 from the risk adjustment 
program will become available for payment to issuers in the fiscal year 
2023 without further Congressional action. If Congress does not enact 
deficit reduction provisions that replace the Joint Committee 
reductions, the program would be sequestered in future fiscal years, 
and any sequestered funding would become available in the fiscal year 
following that in which it was sequestered.
    Additionally, we note that the Coronavirus Aid, Relief, and 
Economic Security (CARES) Act amended section 251A(6) of the Balanced 
Budget and Emergency Deficit Control Act of 1985 and extended 
sequestration for the risk adjustment program through the fiscal year 
2030 at a rate of 5.7 percent per fiscal year.\35\
---------------------------------------------------------------------------

    \35\ CARES Act, S.3548. (2020).
---------------------------------------------------------------------------

    We received no comments on the FY2022 sequestration rate for risk 
adjustment.
2. HHS Risk Adjustment (Sec.  153.320)
    The HHS risk adjustment models predict plan liability for an 
average enrollee based on that person's age, sex, and diagnoses (also 
referred to as hierarchical condition categories (HCCs)), producing a 
risk score. The HHS risk adjustment methodology utilizes separate 
models for adults, children, and infants to account for clinical and 
cost differences in each age group. In the adult and child models, the 
relative risk assigned to an individual's age, sex, and diagnosis is 
added together to produce an individual risk score. Additionally, to 
calculate enrollee risk scores in the adult models, we added enrollment 
duration factors beginning with the 2017 benefit year, and prescription 
drug categories (RXCs) beginning with the 2018 benefit year.\36\ Infant 
risk scores are determined by inclusion in one of 25 mutually exclusive 
groups, based on the infant's maturity and the severity of diagnoses. 
If applicable, the risk score for adults, children, or infants is 
multiplied by a CSR factor. The enrollment-weighted average risk score 
of all enrollees in a particular risk adjustment covered plan (also 
referred to as the plan liability risk score or PLRS) within a 
geographic rating area is one of the inputs into the risk adjustment 
State payment transfer formula, which determines the State transfer 
payment or charge that an issuer will receive or be required to pay for 
that plan for the applicable State market risk pool. Thus, the HHS risk 
adjustment models predict average group costs to account for risk 
across plans, in keeping with the Actuarial Standards Board's Actuarial 
Standards of Practice for risk classification.
---------------------------------------------------------------------------

    \36\ For the 2018 benefit year, there were 12 RXCs, but starting 
with the 2019 benefit year, the two severity-only RXCs were removed 
from the adult risk adjustment models. See, for example, 83 FR 
16941.
---------------------------------------------------------------------------

a. Data for Risk Adjustment Model Recalibration for 2023 Benefit Year 
and Beyond
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 598), we proposed to recalibrate the 2023 
benefit year risk adjustment models with 2017, 2018, and 2019 enrollee-
level EDGE data. We sought comment on this proposal.
    In the proposed rule, we also sought comments on the future use of 
the 2020 enrollee-level EDGE data due to the COVID-19 PHE. Under 
current policy, 2020 enrollee-level EDGE data would be used in the 
recalibration of the HHS risk adjustment models for the 2024 benefit 
year, and that data would continue to be used for the 2025 and 2026 
benefit years models.\37\ Although HHS has not analyzed the 2020 
enrollee-level EDGE data yet, we solicited comment on the future use of 
the 2020 enrollee-level EDGE data for the annual recalibration of the 
HHS risk adjustment models.
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    \37\ Consistent with the approach finalized in the 2022 Payment 
Notice, use of the 3 most recent consecutive years of enrollee-level 
EDGE data would result in the use of 2018, 2019, and 2020 enrollee-
level EDGE data for the recalibration of the 2024 benefit year 
models; the use of 2019, 2020, and 2021 enrollee-level EDGE data for 
recalibration of the 2025 benefit year models; and the use of 2020, 
2021, and 2022 enrollee-level EDGE data for recalibration of the 
2026 benefit year models.
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    After reviewing the public comments, we are finalizing, as 
proposed, the use of the 2017, 2018, and 2019 enrollee-level EDGE data 
to recalibrate the 2023 benefit year risk adjustment models. We were 
unable to finalize coefficients in time to publish them in this final 
rule. Therefore, consistent with Sec.  153.320(b)(1)(i), we will 
publish the final coefficients for the 2023 benefit year in guidance 
soon after the publication of this final rule.
    Additionally, we appreciate comments on the future use of the 2020 
enrollee-level EDGE data due to the COVID-19 PHE. We continue to 
consider how to handle 2020 enrollee-level EDGE data for recalibration 
of the 2024, 2025, and 2026 benefit year models and will work with 
stakeholders as we analyze the data. Changes to the established 
policies for recalibration of the risk adjustment models, including 
proposals related to the use of 2020 enrollee-level EDGE data for such 
purposes, would be pursued through notice-and-comment rulemaking.
    We summarize and respond to public comments received on data for 
risk adjustment model recalibration for the 2023 benefit year and 
beyond below.
    Comment: Many commenters supported the use of the 2017, 2018, and 
2019 enrollee-level EDGE data to recalibrate the 2023 risk adjustment 
models. One commenter noted that the 2017, 2018, and 2019 enrollee-
level EDGE data reflect the most recently available health outcomes and 
recent treatment patterns in the enrollee population. Another commenter 
supported using the most recent 3 years of EDGE data available in time 
for publication of the draft coefficients in the proposed rule in order 
to give the industry the earliest opportunity to model premium rates 
for the next benefit year.
    Response: We are finalizing the use of the 2017, 2018, and 2019 
enrollee-level EDGE data to recalibrate the 2023 risk adjustment models 
as proposed. The 2017, 2018, and 2019 enrollee-level EDGE data were the 
3 most recent consecutive years of enrollee-level EDGE data that were 
available at the time we incorporated the data in the draft 
recalibrated coefficients published in the proposed rule. As discussed 
in the 2022 Payment Notice, the purpose of using the 3 most recent 
consecutive years of enrollee-level EDGE data that were available at 
the time we incorporated the data in the draft recalibrated 
coefficients published in the proposed rule was to respond to 
stakeholders' request to provide the draft coefficients in the proposed 
rule (86 FR 24152). We believe that this approach promotes stability 
and avoids the delays in publication of the coefficients while 
continuing to develop blended, or averaged, coefficients from the 3 
years of separately solved models for model recalibration.
    Comment: We received several comments on the use of 2020 enrollee-
level EDGE data for recalibration of the

[[Page 27221]]

2024, 2025, and 2026 benefit years. Some of these commenters supported 
the inclusion of 2020 enrollee-level EDGE data in these future benefit 
year model recalibrations, stating that 2020 data would accurately 
reflect utilization patterns that can be expected in 2021 and beyond 
and that the inclusion of 3 years of enrollee-level EDGE data in 
recalibration would dampen the impact of 2020 data. Another commenter 
noted that failure to include 2020 data would result in an outdated 
picture of medical spending.
    One commenter opposed the inclusion of 2020 enrollee-level EDGE 
data in model recalibration altogether. Another commenter noted that 
not relying on 2020 experience to develop risk adjustment coefficients 
is consistent with industry practice, asserting that the majority of 
Medicare Advantage and ACA issuers used 2019 data in lieu of 2020 data 
for 2022 pricing.
    Several commenters requested HHS develop a technical paper on using 
2020 enrollee-level EDGE data in future model recalibrations, with 
several commenters suggesting that HHS do a comparison of coefficients 
with and without the 2020 enrollee-level EDGE data to review relative 
changes in coefficients, and evaluate changes for clinical 
reasonability and consistency with 2018 and 2019 enrollee-level EDGE 
data. One commenter requested that HHS release 2020-related statistics 
and solicit further comment on how to best proceed with 2020 data, 
including whether to instead use 2017, 2018, and 2019 EGDE data for the 
2024 benefit year recalibration of the HHS risk adjustment models.
    One commenter recommended either assigning 2020 enrollee-level EDGE 
data lower weight if used to recalibrate the models in the 2024, 2025, 
and 2026 benefit years, or using four years of enrollee-level EDGE data 
in the annual model recalibration until 2020 data is no longer included 
in recalibration. Another commenter recommended that HHS evaluate if it 
would be better to use 1 or 2 years of data for recalibration of the 
models in the 2024, 2025, and 2026 benefit years on a transitional 
basis until only post-2020 data would be used.
    Response: We appreciate comments on the future use of the 2020 
enrollee-level EDGE data for risk adjustment model recalibration and 
will consider this feedback as we analyze the 2020 enrollee-level EDGE 
data and consider options for its use for recalibration of the risk 
adjustment models.
b. Risk Adjustment Model Updates
    In the proposed rule (87 FR 598 through 605), we proposed three 
modeling updates to the risk adjustment models beginning with the 2023 
benefit year. Consistent with the potential model updates discussed in 
the 2021 RA Technical Paper, we proposed the following model updates, 
which are the same as those proposed but not finalized in the 2022 
Payment Notice:\38\ (1) Adding a two-stage weighted model specification 
to the adult and child models; (2) removing the severity illness 
factors in the adult models and replacing them with new severity and 
transplant indicators interacted with HCC count factors in the adult 
and child models; and (3) replacing the current enrollment duration 
factors in the adult models with HCC-contingent enrollment duration 
factors in the adult models.
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    \38\ In the 2022 Payment Notice Proposed Rule, we proposed three 
model specification changes, see 85 FR 78572 at 78583 through 78586. 
In the 2022 Payment Notice Final Rule, in response to comments, we 
did not finalize the proposed updates and announced that we would 
publish a technical paper on the proposed model changes; see 86 FR 
24140 at 24151 through 24162. See also HHS-Operated Risk Adjustment 
Technical Paper on Possible Model Changes. (2021, October 26). CMS. 
<a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a> and 
HHS-Operated Risk Adjustment Technical Paper on Possible Model 
Changes: Summary Results for Transfer Simulations. (2021, December 
28). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    After a review of public comments, we are finalizing two of the 
three proposed model specification updates. We are not finalizing the 
proposed addition of a two-stage weighted model specification to the 
adult and child models. We are finalizing, as proposed, removing the 
current severity illness factors in the adult models and replacing them 
with new severity and transplant indicators that interacted with HCC 
count factors in the adult and child models. We are also finalizing, as 
proposed, replacing the current enrollment duration factors in the 
adult models with HCC-contingent enrollment duration factors in the 
adult models. In the following sections, we describe the proposed model 
specification changes, as well as summarize and respond to the comments 
received on each of these proposals.
i. Two-Stage Weighted Model Specification
    We proposed to use a two-stage weighted model specification to 
recalibrate the adult and child risk adjustment models starting with 
the 2023 benefit year to improve the underprediction of plan liability 
for the lowest-risk enrollees (that is, enrollees in low-risk deciles 
and enrollees without HCCs \39\). For a full description of the 
proposed two-stage weighted model specification see the proposed rule 
(87 FR 599 through 601). We sought comment on the two-stage weighted 
model specification proposal.
---------------------------------------------------------------------------

    \39\ When we refer to the enrollees without HCCs, we are 
referring to enrollees without payment HCCs.
---------------------------------------------------------------------------

    After reviewing the public comments, we are not finalizing the 
adoption of the two-stage weighted model specification.
    We summarize and respond to public comments received on the 
proposed two-stage model specification below.
    Comment: Several commenters supported the implementation of the 
proposed two-stage weighted model specification. Some of these 
commenters generally supported all of the proposed model specification 
changes, while others specifically noted that the proposed two-stage 
model improved prediction for the lowest-risk enrollees.
    Conversely, several other commenters opposed the implementation of 
the proposed two-stage weighted model specification. Several commenters 
were concerned that the proposed two-stage weighted model specification 
would have anti-competitive effects, leading to fewer choices for 
consumers. These commenters stated that the two-stage weighted model 
specification would increase premiums on more generous health insurance 
coverage, incentivize issuers to adopt narrow networks and lower-
quality plans, encourage issuers to avoid enrolling consumers with 
chronic illnesses, and contribute to the creation and use of 
discriminatory benefit designs.
    Other commenters did not support a model change that improved risk 
predictions for certain subpopulations at the expense of the risk 
adjustment program's ability to mitigate adverse selection for high-
cost enrollees. Some commenters stated that the proposed two-stage 
weighted model specification ignores current market dynamics in which 
plans are already incentivized to attract the healthiest enrollees. 
Additionally, some commenters recommended additional analysis of the 
two-stage weighted model specification, specifically geographic and 
market-specific considerations, before its adoption. One commenter 
suggested that if HHS finalizes the two-stage weighted model 
specification, HHS should pilot or phase-in the implementation based on 
an analysis of localized market conditions.
    Response: After consideration of the comments on this proposal, we 
are not finalizing the proposed two-stage

[[Page 27222]]

weighted model specification. We pursued the proposed model 
specification updates to improve the prediction of certain 
subpopulations in response to feedback from stakeholders and internal 
analysis where we had observed underprediction in the current models. 
As we previously reported in the 2018 Payment Notice, our initial 
analysis found that, based on the commercial MarketScan[supreg] data, 
the HHS risk adjustment models slightly underpredicted risk for the 
lowest-risk enrollees (81 FR 61472 through 61473 and 81 FR 94082 
through 94083). Our subsequent analysis of enrollee-level EDGE data 
confirmed this preliminary finding.\40\ In addition, stakeholders have 
consistently encouraged HHS to adjust the models to address this 
underprediction of risk, which affects the PLRSs of plans that enroll 
more healthy individuals. HHS has therefore been examining these 
issues, considering different options, and soliciting comments on ways 
to modify the risk adjustment models to improve prediction for certain 
subpopulations, including the lowest-risk enrollees, over several years 
(81 FR 61473 and 85 FR 7101 through 7104). Throughout this process, we 
consistently emphasized the need to carefully evaluate the impact on 
and consider the trade-offs that would need to be made in model 
predictive power among subgroups of enrollees.
---------------------------------------------------------------------------

    \40\ Section 2. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    The proposed two-stage weighted model specification was targeted at 
improving model prediction for lowest-risk enrollees. As previously 
explained, we believed that by addressing the underprediction of costs 
associated with lowest-risk enrollees in the adult and child models, we 
could encourage the offering and retention of plans that enroll a 
higher proportion of this subpopulation of enrollees.\41\ We also 
recognized that issuers offering these types of plans were at greater 
risk of exiting the market if transfers calculated under the State 
payment transfer formula under-compensated for the true plan liability 
of the lowest-risk enrollees. These concerns, along with stakeholder 
comments on these issues, prompted the design of the two-stage weighted 
model specification two years ago. However, we acknowledged that there 
are trade-offs associated with the adoption of the proposed two-stage 
weighted model, including that while it would improve prediction for 
the lowest-risk enrollees it would worsen model prediction along other 
dimensions, such as reduced R-squared values, less accurate prediction 
of plan liability by age-sex factor (especially for younger and older 
women), as well as a less accurate prediction of costs for certain 
HCCs.\42\ Additionally, since developing the proposed two-stage 
weighted model specification, there have been key shifts in the 
individual market, including increased enrollment and increased 
availability of subsidies,\43\ that have made the market more 
attractive to issuers. However, these market shifts have also shown the 
pressing need to update the adult model enrollment duration factors, 
which we are also finalizing as part of this rule.
---------------------------------------------------------------------------

    \41\ Section 2.1. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \42\ Section 2.3. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>. See also 87 
FR 600 through 601.
    \43\ Biden-Harris Administration Announces 14.5 Million 
Americans Signed Up for Affordable Health Care During Historic Open 
Enrollment Period. (2022, January 27). CMS. https://www.hhs.gov/
about/news/2022/01/27/biden-harris-administration-announces-14-5-
million-americans-signed-affordable-health-care-during-historic-
open-enrollment-
period.html#:~:text=Today%2C%20the%20Biden%2DHarris%20Administration,
people%20who%20have%20newly%20gained.
---------------------------------------------------------------------------

    While the interacted HCC count model specification and the 
enrollment duration factor updates finalized in this rule do not 
improve predictive accuracy for the lowest-risk enrollees as much as 
they would have if they were combined with the proposed two-stage 
weighted model specification, we believe the finalized model 
specifications will still make significant gains in improved predictive 
accuracy for our target subpopulations, including the lowest-risk 
enrollees, highest-risk enrollees, and partial-year enrollees.\44\ As 
demonstrated in Chapter 4 of the 2021 RA Technical Paper, our analysis 
found the proposed interacted HCC counts model specification and the 
proposed HCC-contingent enrollment duration factors improved prediction 
for the lowest-risk enrollees, compared with the current adult models, 
even without accounting for the proposed two-stage weighted model 
specification.\45\ Using 2018 enrollee-level EDGE data, the proposed 
interacted HCC counts model specification combined with the proposed 
HCC-contingent enrollment duration factors improves the PR for adult 
silver-plan enrollees in risk decile 1 from 0.52 to 0.81.\46\ This 
approach of incremental improvements in predictive accuracy aligns with 
our commitment to continuously analyze and refine the risk adjustment 
models. After consideration of comments and further evaluation of the 
trade-offs, we are finalizing the interacted HCC count model 
specification and enrollment duration factor updates but are not 
finalizing the proposed two-stage weighted model specification.
---------------------------------------------------------------------------

    \44\ Figures 4.2, 4.3, and 4.4. HHS-Operated Risk Adjustment 
Technical Paper on Possible Model Changes. (2021, October 26). CMS. 
<a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \45\ Ibid.
    \46\ Section 4. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    Since we are not finalizing the proposed two-stage weighted model 
specification, we do not intend to pursue or otherwise consider pilot 
or phase-in implementation strategies. Similarly, we do not intend to 
engage in additional analysis of alternative implementations of the 
two-stage weighted model specification, including but not limited to an 
analysis of implementation by geographic or market-specific conditions, 
at this time.
    Comment: One commenter that supported the proposed two-stage 
weighted model specification also encouraged HHS to recalibrate the 
State payment transfer formula to further ensure that plans do not face 
excessive risk adjustment charges when enrolling a high proportion of 
young and healthy enrollees. Another commenter supported the 
finalization of the two-stage weighted model specification, but noted 
that it is unclear to what extent these model changes address 
situations in which risk adjustment charges for some issuers exceed the 
premium collected for some lower-risk enrollees.
    Response: We did not propose and are not finalizing changes to the 
State payment transfer formula. However, we intend to continue analysis 
of the risk adjustment State payment transfer formula to consider 
whether changes are needed to it. For example, in Appendix A of the 
2021 RA Technical Paper, we discussed options to potentially update the 
risk adjustment State payment transfer formula to improve prediction 
for CSR enrollees' plan liability. More specifically, we identified 
several potential options to update the risk term and one option to 
update the rating term to more precisely account for CSR plan liability 
in the State payment transfer formula.\47\ We familiarized stakeholders 
with these options and accepted public comments on the considerations 
in the 2021 RA Technical Paper. We continue

[[Page 27223]]

to conduct analyses of these options and will propose any changes in 
future notice-and-comment rulemaking.
---------------------------------------------------------------------------

    \47\ Appendix A. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    As part of future analyses, we also intend to assess the impact of 
the State payment transfer formula on risk adjustment covered plans 
with lowest-risk enrollees to the extent that our data allows. However, 
in response to commenters' concerns that risk adjustment charges exceed 
premiums collected for some of the lowest-risk enrollees, we do not 
believe that this concern falls within the scope of the proposed two-
stage weighted model specification, and we reiterate that we do not 
believe that adjusting the State payment transfer formula to limit 
charges to the level of premiums for enrollees is appropriate (86 FR 
24140 at 24186). Also, as previously described, we proposed the two-
stage weighted model specification to address the underprediction of 
the lowest risk enrollees, not to address the situation described by 
the commenter in which risk adjustment charges may exceed premiums 
collected for some enrollees. As described in the most recent ``Summary 
Report on Permanent Risk Adjustment Transfers for the 2020 Benefit 
Year,'' risk adjustment is working as intended to transfer payments 
from plans with lower than average actuarial risk to plans with higher 
than average actuarial risk.\48\ Furthermore, we do not believe that 
limiting risk adjustment charges to the level of enrollee premiums is 
consistent with the framework set forth in section 1343 of the ACA, 
which requires the establishment of a risk adjustment program focused 
on risk differentials at the plan level, not the enrollee level.\49\ 
Risk adjustment transfers under the State payment transfer formula are 
therefore calculated based on the PLRS and the Statewide average 
premium, not based on individual enrollees' premiums.
---------------------------------------------------------------------------

    \48\ Summary Report on Permanent Risk Adjustment Transfers for 
the 2020 Benefit Year. (2021, June 30). CMS. <a href="https://www.cms.gov/CCIIO/Programs-and-Initiatives/Premium-Stabilization-Programs/Downloads/RA-Report-BY2020.pdf">https://www.cms.gov/CCIIO/Programs-and-Initiatives/Premium-Stabilization-Programs/Downloads/RA-Report-BY2020.pdf</a>.
    \49\ Compare 42 U.S.C. 18063 (establishing the permanent risk 
adjustment program, which involves an assessment and comparison of 
the actuarial risk in each issuer's plans in a State market risk 
pool with the average actuarial risk of all plans in the applicable 
State market risk pool) and 42 U.S.C. 18061 (establishing the 
transitional reinsurance program, which involves an assessment of 
actuarial risk of individual enrollees to identify those that 
qualify as ``high risk.'')
---------------------------------------------------------------------------

    Comment: Some commenters requested that if HHS finalizes the 
proposed two-stage weighted model specification, then HHS should 
reassess the 14 percent administrative adjustment, which they argue may 
already address some of the underprediction seen in predictive ratios.
    Response: We did not propose and are not finalizing changes to the 
14 percent administrative cost reduction to the Statewide average 
premium used in the State payment transfer formula. While HHS is not 
finalizing the proposed two-stage weighted model specification, we 
reiterate that the proposed two-stage weighted model specification and 
administrative cost adjustment to Statewide average premium address 
separate considerations. Specifically, the 14 percent administrative 
cost reduction is used in the State payment transfer formula to adjust 
the Statewide average premium and does not address the predictive 
accuracy of the risk adjustment models, as described in the 2021 RA 
Technical Paper. As detailed in the 2018 Payment Notice, the purpose of 
the administrative cost adjustment to the Statewide average premium is 
to exclude fixed administrative costs that are not dependent on 
enrollee risk, such as taxes (81 FR 61488 through 61489 and 81 FR 94099 
through 94100). In contrast, and as previously described elsewhere,\50\ 
the proposed two-stage weighted model specification was a targeted 
refinement aimed at improving the current adult and child models' 
prediction for the lowest-risk enrollees. Therefore, we do not agree 
with commenters' assertions that the administrative cost adjustment 
addresses the same issue as the two-stage weighted model specification, 
specifically the underprediction of costs in the lowest-risk enrollee 
subpopulation.
---------------------------------------------------------------------------

    \50\ Section 2.2. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>. See also 85 
FR 78667 and 86 FR 24283.
---------------------------------------------------------------------------

    Comment: Some commenters that opposed the proposed two-stage 
weighted model specification were concerned it may be resulting in 
overfitting of the models and may not predict future costs accurately. 
They also noted that the two-stage weighted model specification is not 
a standard procedure for risk adjustment and worsens fit in some areas, 
such as the reduced R-squared values,\51\ although the effect is small.
---------------------------------------------------------------------------

    \51\ We acknowledge three areas where the two-stage weighed 
model specification worsens fit of the risk adjustment models along 
other dimensions in Section 2.3 in the HHS-Operated Risk Adjustment 
Technical Paper on Possible Model Changes. (2021, October 26). CMS. 
<a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \52\ Kautter, J., Pope, G., Ingber, M. J., Freeman, S. E., 
Patterson, L. J., Cohen, M. A., & Keenan, D. P. (2014). The HHS-HCC 
risk adjustment model for individual and small group markets under 
the Affordable Care Act. Medicare & Medicaid Research Review, 4(3), 
E1-E46. doi:10.5600/mmrr.004.03.a03. Kautter, J., Pope, G., & 
Keenan, D. P. (2014). Affordable Care Act risk adjustment: Overview, 
context, and challenges. Medicare & Medicaid Research Review, 4(3), 
E1-E11. doi:10.5600/mmrr.004.03.a02.
    \53\ For information on the use of hierarchies and constraints, 
see Sections 2.1, 3.7 and 3.8 of the March 2016 Risk Adjustment 
Methodology White Paper. (2016, March 24). <a href="https://www.cms.gov/CCIIO/Resources/Forms-Reports-and-Other-Resources/Downloads/RA-March-31-White-Paper-032416.pdf">https://www.cms.gov/CCIIO/Resources/Forms-Reports-and-Other-Resources/Downloads/RA-March-31-White-Paper-032416.pdf</a>. See also the June 2019 Potential 
Updates to HHS-HCCs for the HHS-operated Risk Adjustment Program 
Technical Paper (2019, June 17). CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Potential-Updates-to-HHS-HCCs-HHS-operated-Risk-Adjustment-Program.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Potential-Updates-to-HHS-HCCs-HHS-operated-Risk-Adjustment-Program.pdf</a>.
---------------------------------------------------------------------------

    Response: As previously described, we acknowledged that there are 
trade-offs associated with adoption of the proposed two-stage weighted 
model, including that it would worsen model prediction along some 
dimensions, such as reduced R-squared values. We also recognize that 
the two-stage weighted model specification is not a standard procedure 
for risk adjustment. After consideration of comments and further 
evaluation of the trade-offs, we are not finalizing the proposed two-
stage weighted model specification update to the adult and child 
models. In response to commenters' concerns about overfitting, we note 
that we do not have concerns with respect to overfitting the models for 
a variety of reasons. First, we estimate the models using 3 years of 
data and the final model parameters are an average of coefficients 
across the 3 years. By using 3 years of data, the potential for one 
unusual year to skew the coefficients is limited. Second, for each 
model year, the overall sample size is quite large in each adult model, 
particularly relative to the number of model predictors used in the 
risk adjustment models.\52\ For example, the 2019 recalibration sample 
alone has 18.7 million adult enrollees whose data are used to fit adult 
models consisting of 181 predictors for the 2023 benefit year. 
Additionally, we ensure sample sizes for each coefficient are 
reasonable through the application of hierarchies, constraints, and 
similar model design choices.\53\ We also note that although the models 
perfectly predict past experience, this does not guarantee the models 
will perfectly predict when applied to future payment years, as that 
will depend, in part, on what happens between the calibration and 
payment years. However, this does not reflect overfitting. To the 
extent the calibration years are representative of future payment 
years, the models are positioned to perform well when used

[[Page 27224]]

for payment.\54\ For all of these reasons, we are not concerned about 
the proposed two-stage weighted model specification change resulting in 
overfitting of the models; however, as previously described, we are not 
finalizing the proposed two-stage weighted model specification.
---------------------------------------------------------------------------

    \54\ Section 1.4. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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ii. Interacted HCC Counts Model Specification
    In addition to the two-stage weighted model specification, we 
proposed to add an interacted HCC counts model specification to the 
adult and child risk adjustment models starting with the 2023 benefit 
year to address the current models' underprediction of plan liability 
for the very highest-risk enrollees (that is, those in the top 0.1 
percentile and those enrollees with the most HCCs). While this highest-
risk subpopulation represents a small number of enrollees, it 
represents a large portion of expenditures.\55\
---------------------------------------------------------------------------

    \55\ Section 4.1. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    Therefore, to address the underprediction of the highest-risk 
enrollees, we explored the addition of severity and transplant factors 
interacted with HCC counts in the adult and child models, wherein a 
factor flagging the presence of at least one severe or transplant 
payment HCC is interacted with counts of the enrollee's payment HCCs. 
The purpose of adding severity and transplant factors interacted with 
HCC count factors to the adult and child models is to address the 
underprediction of the highest-risk enrollees by accounting for the 
fact that costs of certain HCCs rise significantly when they occur with 
multiple other HCCs.
    In developing this interacted HCC counts model specification, we 
tested different types of severity and transplant indicators interacted 
with HCC counts with the goal of improving prediction for enrollees 
with the highest costs and multiple HCCs to counterbalance the 
reciprocal prediction weights that relatively underpredicted costs for 
these enrollees. For this approach, we assessed the HCCs for enrollees 
with extremely high costs, and HCCs that were being underpredicted in 
the current risk adjustment models. We found that many of the HCCs that 
were flagged as being underpredicted were those HCCs that indicated 
severe illness, such as the transplant HCCs, and other HCCs related to 
severity of disease; therefore, we proposed dropping the current 
severity illness indicators in the adult models and replacing them with 
severity and transplant indicators interacted with HCC counts factors 
in the adult and child models.
    We proposed the inclusion of the factors in Tables 1 and 2 of the 
proposed rule as the severity and transplant interaction factors in the 
adult and child models starting with the 2023 benefit year. We 
separated out severity and transplant HCCs into two sets of interaction 
factors, as expressed in Tables 1 and 2 of the proposed rule, because 
we found that this approach improved prediction for the highest-risk 
enrollees better than an approach that included a single set of 
factors.
    If an enrollee has at least one severity HCC in Table 3 of the 
proposed rule (shown in Table 1 of this rule as the Final HCCs Selected 
for the HCC Interacted Counts), the enrollee will receive an interacted 
HCC count factor toward their risk score, and the severity HCC count 
factor selected would be based on the enrollee's total payment HCC 
count.\56\ If an adult or child enrollee has at least one transplant 
HCC in Table 1 of this rule, the enrollee will receive an interacted 
HCC count factor for both a severity HCC interacted factor and, if the 
enrollee has four or more HCCs, a transplant HCC interacted factor 
towards their risk score, and both of those count factors would be 
based on the enrollee's total payment HCC count.
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    \56\ For additional information on how the interacted HCC counts 
model specification works, see Section 4.3 of the HHS-Operated Risk 
Adjustment Technical Paper on Possible Model Changes. (2021, October 
26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>. See also 87 FR at 601 through 603.
---------------------------------------------------------------------------

    To further explain, as seen in Table 2 of this rule, the severity-
HCC-count-interaction factors were calculated as 10 separate factors 
for the adult models, and seven separate factors for the child models. 
In the adult models, the first nine factors specified the presence of 
(1) an HCC in the severity list in Table 1 of this rule and (2) exactly 
one payment HCC in the enrollee's data, exactly two, exactly three, and 
so on, up to exactly nine payment HCCs. The tenth factor specified the 
presence of (1) an HCC in the severity list in Table 1 of this rule and 
(2) 10 or more payment HCCs in the enrollee's data. For the child 
models, the first five factors represent the presence of (1) an HCC in 
the severity list in Table 1 of this rule and (2) exactly one payment 
HCC in the enrollee's data, exactly two, exactly three, and so on, but 
the sixth factor represents the presence of (1) an HCC in the severity 
list in Table 1 and (2) six to seven payment HCCs, and the seventh 
factor represents the presence of (1) an HCC in the severity list in 
Table 1 and (2) eight or more payment HCCs in the enrollee's data.

[[Page 27225]]

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[[Page 27226]]


    As seen in Table 3 of this rule, the transplant-HCC-count-
interaction factors are calculated similarly. However, the transplant 
factors are calculated using a different range of HCC counts. In the 
adult models, five separate transplant interaction factors were 
created, representing the presence of (1) an HCC in the transplant list 
in Table 1 and (2) payment HCC counts of exactly four, exactly five, 
exactly six, exactly seven, and eight or more payment HCCs in the 
enrollee's data. For the child models, we created only one transplant 
interaction factor indicating the presence of (1) an HCC in the 
transplant list in Table 1 of this rule and (2) a total of four or more 
payment HCCs in the enrollee's data. Using only one transplant-HCC-
count-interaction factor stabilized the child model estimates by 
increasing the sample size used to estimate the factor 
coefficients.\57\
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    \57\ For an illustration of how the proposed severity- (or 
transplant-) HCC-count-interaction factors would be assigned to an 
enrollee, see 87 FR 601 through 602.
[GRAPHIC] [TIFF OMITTED] TR06MY22.002

    To implement the severity- and transplant-HCC-count-interaction 
factors in the regression model and estimate the value of their factor 
coefficients, we proposed to remove the current severity illness 
factors in the adult models and add severity- and transplant-HCC-count-
interaction factors for the adult and child models beginning with the 
2023 benefit year.
    We sought comment on this proposal.
    We are finalizing the removal of the current adult model severity 
illness factors and adding an interacted HCC count model specification 
to the adult and child risk adjustment models starting with the 2023 
benefit year, as proposed.
    We summarize and respond to public comments received on the 
interacted HCC counts model specification updates below.
    Comment: Several commenters supported the proposal to add an 
interacted HCC counts model specification to the adult and child risk 
adjustment models noting that the interacted HCC counts model 
specification will improve model prediction and more accurately 
quantify risk. Some commenters expressed general agreement with HHS 
that the current models may be underpredicting plan liability of the 
highest-risk enrollees, but did not otherwise comment on the interacted 
HCC count model specification proposals. One commenter suggested that 
the proposed refinement will mitigate issuers' concerns about adverse 
selection and lead to a more competitive market, while another agreed 
that it would address the current models' underestimate of plan 
liability for the very highest-risk enrollees.
    However, several other commenters opposed the proposed interacted 
HCC counts model policy, stating that this change would add undue 
complexity to the models and would increase coding and issuer gaming. 
Some commenters requested clarification on how the interacted HCC 
counts variable would be accommodated in the HHS-RADV process. These 
commenters requested that HHS increase program integrity measures and 
adopt additional safeguards against upcoding, such as targeted sampling 
to test for upcoding in the HHS-RADV process, as an additional measure 
to protect against gaming if this model specification change is 
finalized. One commenter generally noted they only supported the 
interacted HCC counts model specification if the two-stage weighted 
model specification was also finalized.
    Response: We agree with the commenters that the interacted HCC 
counts model specification will improve model prediction, more 
accurately quantify risk, and address the underprediction of plan 
liability of the highest-risk enrollees that we have observed in the 
current adult and child models. The current adult models incorporate a 
severe illness adjustment that accounts for combinations of selected 
HCCs. However, the total count of an enrollee's HCCs does not currently 
independently affect the risk score and, while the current severity 
illness indicator helps predict costs accurately among most adult 
enrollees with qualifying severe illnesses, it does not fully address 
the underprediction for the very highest-risk enrollees. The current 
severity of illness indicators also do not extend to the child models. 
The proposed interacted HCC counts model specification was targeted at 
addressing these concerns and more accurately predicting risks and 
capturing costs for the highest-risk enrollees.
    We understand that there are concerns about the increased 
complexity that the interacted HCC counts model specification may 
introduce. However, we see the interacted HCC counts model 
specification as an advancement of our current severe illness 
indicators, which have been in place since the beginning of the risk 
adjustment models, so we believe the interacted HCC counts model 
specification change only slightly increases complexity. As described 
in our analysis of 2018 enrollee-level EDGE data in the 2021 RA 
Technical Paper, the interacted HCC counts model specification, along 
with the HCC-contingent enrollment duration factors, significantly 
improved prediction for the very highest-risk enrollees, which we 
believe outweighs the disadvantages of slightly increasing model 
complexity.\58\
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    \58\ Section 4.4. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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    Additionally, we acknowledge concerns over the potential for 
upcoding and issuer gaming and further note that incorporating 
safeguards to protect against the potential for gaming was a major 
consideration in our investigation of various interacted HCC counts 
model specifications. When developing the proposed interacted HCC 
counts model specification we were specifically concerned that the 
presence of counts across all HCCs, without requiring a

[[Page 27227]]

severe illness or transplant HCC, would further incentivize issuers to 
code for more HCCs, thus increasing their payment or reducing their 
charge under the State payment transfer formula. This would be 
inconsistent with the risk adjustment principle not to encourage coding 
proliferation.\59\ However, we believe that implementing the interacted 
HCC counts model specification updates, as proposed, which restricts 
the incremental risk score adjustment to enrollees with at least one 
severe illness or transplant HCC, reduces concerns of issuers inflating 
HCC counts to increase their transfers under the State payment transfer 
formula. More specifically, our analysis of 2016, 2017, and 2018 
enrollee-level EDGE data revealed that severe illness HCCs are 
relatively uncommon; less than 2 percent of the adult enrollee-level 
EDGE data population across these 3 benefit years had at least one 
severe illness HCC, as opposed to about 20 percent of adult enrollees 
with any payment HCC. Therefore, opportunities to inflate HCC counts 
would be limited to a small fraction of total enrollees.
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    \59\ For information on the principles that guide the HHS risk 
adjustment models' diagnostic classification system, see Section 
1.1.2 of the HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a> (see, in 
particular, Principle 6: The diagnostic classification should not 
reward coding proliferation.)
---------------------------------------------------------------------------

    Although we believe this approach appropriately balances the 
different trade-offs by improving prediction for highest-risk enrollees 
while mitigating the potential for gaming or upcoding, we generally 
intend to monitor implementation of the model specification updates 
finalized in this rule. Specifically, we will look for any notable 
changes in HCC failure rates for the interacted severity and transplant 
HCCs in HHS-RADV beginning with the 2023 benefit year that could be the 
result of implementation of the interacted HCC counts model 
specification updates.
    Lastly, we note the interacted HCC counts model specification 
update finalized in this rule is effective beginning with 2023 risk 
adjustment. The HHS-RADV process for the 2023 benefit year would not 
begin until spring 2024. Therefore, we intend to consider whether 
changes are needed beginning with the 2023 benefit year HHS-RADV error 
estimation methodology or processes in recognition of the interacted 
HCC counts model specification and would propose any such changes in 
future notice-and-comment rulemaking. HHS will also consider whether 
targeted sampling, or other approaches, in HHS-RADV are necessary to 
detect and address upcoding or coding proliferation as a result of the 
implementation of the interacted HCC counts model specification.
    Comment: Some commenters questioned whether the exclusion of 
capitated claims biases the analysis of the proposed interacted HCC 
counts model specification change.
    Response: As previously explained,\60\ we have historically 
excluded enrollees with capitated claims from the recalibration sample 
due to concerns that methods for computing and reporting derived 
amounts from capitated claims would not result in reliable data for 
recalibration or analysis.\61\ However, in response to comments 
submitted to the 2021 RA Technical Paper and the proposed rule, we 
conducted additional analyses to investigate how enrollees with 
capitated claims could have impacted our assessment of the 
underpredicted subpopulations described in the 2021 RA Technical Paper. 
This additional analysis did not show that the exclusion of enrollees 
with capitated claims biased the analysis or results in the 2021 RA 
Technical Paper.
---------------------------------------------------------------------------

    \60\ March 2016 Risk Adjustment Methodology White Paper. (2016, 
March 24). <a href="https://www.cms.gov/CCIIO/Resources/Forms-Reports-and-Other-Resources/Downloads/RA-March-31-White-Paper-032416.pdf">https://www.cms.gov/CCIIO/Resources/Forms-Reports-and-Other-Resources/Downloads/RA-March-31-White-Paper-032416.pdf</a>. See 
also 87 FR 602 through 603.
    \61\ Enrollees with at least one capitated claim in EDGE are 
excluded from recalibration, as the risk adjustment models are used 
to evaluate enrollees' expenditures, and capitated claims do not 
provide meaningful and comparable cost (allowed charges) data in 
comparison to non-capitated claims. We are also concerned that 
methods for computing and reporting derived amounts from capitated 
claims could be inconsistent across issuers and would not provide 
reliable or comparable data.
---------------------------------------------------------------------------

    To conduct this additional analysis, we compared the recalibration 
sample, which excluded enrollees with any capitated claims,\62\ with 
the capitation sample, which included only enrollees with capitated 
claims. Overall, for the 2023 risk adjustment models, the capitation 
exclusion resulted in 15-17 percent of enrollees being dropped from the 
recalibration sample. As described in the 2021 RA Technical Paper, 
where we utilized the recalibration sample to analyze the proposed 
model changes, we observed underpredicted plan liability for the 
lowest-risk enrollees (enrollees in low-risk deciles and without HCCs) 
and underpredicted plan liability for the highest-risk enrollees 
(enrollees in the top 0.1 percent decile and with many HCCs).\63\ In 
our additional analysis of the capitation sample, we also observed the 
same general trends of underprediction of the lowest-risk and highest-
risk enrollees. Further, we evaluated whether the proposed 2023 model 
specification changes produced similar improvements in addressing the 
underprediction of these subpopulations in the capitation sample as the 
recalibration sample and found that the proposed 2023 model 
specification changes resulted in similar prediction improvements for 
both samples. Therefore, we do not believe that the exclusion of 
enrollees with capitated claims biased the analysis or results, and we 
do not believe that their inclusion would have meaningfully impacted 
our findings.
---------------------------------------------------------------------------

    \62\ The calibration sample is the same sample used for the 
analysis in the 2021 RA Technical Paper, which excludes capitated 
enrollees.
    \63\ Figures 1.2 and 1.3. HHS-Operated Risk Adjustment Technical 
Paper on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    Comment: Some commenters recommended additional information and 
analysis on the proposed interacted HCC counts model change 
specification, such as its effect on calculations under the State 
payment transfer formula for issuers that tend to attract healthier 
enrollees, whether small sample sizes were an issue, and an evaluation 
of whether removing the interacted severity HCCs would improve PLRS PRs 
more than attaching counts to those HCCs. One of the commenters 
suggested that it is difficult to assess the net effect of the 
interacted HCC count proposals on risk adjustment State transfers 
selection incentives. This commenter further noted they would oppose 
the proposal if this proposed change reduced State transfers paid by 
issuers with lower than average risk scores.
    Response: We provided extensive information on the interacted HCC 
counts model specification changes and the estimated impact on State 
transfers in rulemakings,\64\ the 2021 RA Technical Paper,\65\ and the 
HHS-Operated Risk Adjustment Technical Paper on Possible Model Changes: 
Summary Results for Transfer Simulations.\66\ In the transfer 
simulation report, we provided summary-level information on the 
estimated combined

[[Page 27228]]

impact of the proposed model specification changes on the calculation 
of plan-level risk scores and State transfers. Issuers that 
participated in the simulation also received detailed issuer-specific 
data, including risk score and transfer estimates for the simulated 
results.
---------------------------------------------------------------------------

    \64\ 85 FR 78583 through 78586 and 87 FR 598 through 605.
    \65\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \66\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes: Summary Results for Transfer Simulations. (December 
28, 2021). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    While we acknowledge stakeholders' requests for additional 
analysis, such as the effect of the interacted HCC counts model 
specification updates on transfer calculations for issuers who tend to 
attract healthier enrollees, operational and technological limitations 
within both HHS and the issuer community limited capacity to conduct 
additional simulations. Despite these limitations in being able to 
conduct additional simulations, we were able to produce and share 
evidence and detailed analyses in support of the proposed interacted 
HCC counts model specification.\67\ For example, as described in the 
2021 RA Technical Paper, the interacted HCC counts model specification 
improved prediction for the highest-risk enrollees.\68\
---------------------------------------------------------------------------

    \67\ Figures 4.2, 4.3, and 4.4 in the HHS-Operated Risk 
Adjustment Technical Paper on Possible Model Changes demonstrate the 
improvements in PRs of the interacted HCC counts and HCC-contingent 
EDFs. HHS-Operated Risk Adjustment Technical Paper on Possible Model 
Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \68\ Section 4.4. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    We also acknowledge the request to evaluate the impact of removing 
the current severity and transplant indicators against the proposed 
interacted HCC counts model specification. However, we do not believe 
this approach warrants further evaluation because we did not propose to 
entirely remove the indicators without replacing them. Additionally, 
the current severity illness indicators improve the current adult 
models' prediction of high-risk enrollees, so we do not believe we 
should consider completely removing the severity illness terms from the 
models. We reiterate that the proposed interacted HCC counts model 
specification further improves the adult and child models' predictive 
power beyond the adult models' current severity illness indicators. 
Therefore, we do not believe that we should further consider removing 
the severity illness indicators and not replacing them.
    We recognized that one potential concern with this model 
specification change was that the severity- and transplant-HCC-count-
interaction factor coefficients might be based on small sample sizes. 
Therefore, we considered sample sizes of the various interacted HCC 
count factors when developing this proposal and the proposed factor 
coefficients. We explored alternative methods of interacting HCC counts 
with severity and transplant HCCs, including interacting the HCC counts 
with individually selected severity and transplant HCCs, but found that 
interacting the HCC counts with a factor indicating the presence of at 
least one of the selected HCCs in each group produced PR improvements 
and sufficient sample sizes for reasonably stable factor coefficient 
estimates. To that end, we analyzed 2016, 2017, and 2018 enrollee-level 
EDGE data and chose the model specifications that grouped the HCC 
counts interacted with individual severity and transplant HCCs into two 
sets of aggregated factors to maximize sample size, reduce concerns of 
overfitting the model, and reduce the number of factors being added to 
the models. More specifically, in the adult models, we found that 
starting with 4+ HCCs for the transplant interacted factors improved 
predictions of enrollees at the very high end in terms of risk and cost 
and ending at 8+ HCCs for the transplant interacted factors, instead of 
10+ HCCs, addressed the small sample sizes of enrollees with a 
transplant and 9+ HCCs. For the child models, we found having one 
transplant interacted factor for 4+ HCCs provided more stable estimates 
given the smaller sample sizes for children than those for adults. With 
the proposed structure for transplant and severity interacted factors 
in place, the resulting sample sizes are comparable to the sample sizes 
used for individual HCCs in the adult and child risk adjustment models.
iii. Changes to the Adult Model Enrollment Duration Factors \69\
---------------------------------------------------------------------------

    \69\ As explained in the 2021 Payment Notice proposed rule, we 
found that partial-year enrollees in the child models did not have 
the same risk differences as partial-year enrollees in the adult 
models, and they tended to have similar risk to full-year enrollees 
in the child models. See 85 FR 7103 through 7104. In the infant 
models, we found that partial-year infants had higher expenditures 
on average compared to their full-year counterparts; however, the 
incorporation of enrollment duration factors created interaction 
issues with the current severity and maturity factors and did not 
have a meaningful impact on the general predictive accuracy of the 
infant models. Ibid. Therefore, we proposed to continue to apply 
enrollment duration factors to the adult models only.
---------------------------------------------------------------------------

    In the proposed rule, we proposed to change the enrollment duration 
factors in the adult risk adjustment models to improve prediction for 
partial-year adult enrollees with and without HCCs (87 FR 603 through 
604). Although the values for the factors change from year to year as 
part of the annual recalibration of the adult models, we have not made 
changes to the structure of the enrollment duration factors since they 
were first adopted for the 2017 benefit year in the 2018 Payment Notice 
(81 FR 94071 through 94074).
    As described in prior rules and the 2021 RA Technical Paper, we 
found that the current adult model enrollment duration factors 
underpredicted plan liability for partial-year adult enrollees with 
HCCs and overpredicted plan liability for partial-year adult enrollees 
without HCCs.\70\ \71\
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    \70\ 85 FR 29164 at 29188 through 29190.; 86 FR 24140 at 24151 
through 24162; and the HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \71\ When we refer to the enrollees with and without HCCs, we 
are referring to enrollees without payment HCCs.
---------------------------------------------------------------------------

    Therefore, beginning with the 2023 benefit year, we proposed to 
eliminate the current monthly enrollment duration factors of up to 11 
months for all enrollees in the adult models, and replace them with new 
monthly enrollment duration factors of up to 6 months that would apply 
only to adult enrollees with HCCs. We explained that under this 
proposal there would be no enrollment duration factors for adult 
enrollees without HCCs starting with the 2023 benefit year, nor would 
there be enrollment duration factors for adult enrollees with HCCs and 
more than 6 months of enrollment.
    We solicited comments on the proposed changes to the enrollment 
duration factors for the adult models.
    After reviewing the public comments, we are finalizing the proposal 
to replace the current enrollment duration factors in the adult models 
with HCC-contingent enrollment duration factors as proposed. As such, 
beginning with the 2023 benefit year, there will no longer be 
enrollment duration factors for adult enrollees without HCCs starting 
with the 2023 benefit year, nor will there be enrollment duration 
factors for adult enrollees with HCCs and more than 6 months of 
enrollment.
    We summarize and respond to public comments received on proposed 
changes to the adult model enrollment duration factors below.
    Comment: Most commenters supported the proposed changes to the 
enrollment duration factors for the adult models. Many of these 
commenters asserted that the proposed changes would improve model 
prediction. One commenter noted that the HCC-contingent enrollment 
duration factors would solve the majority of model prediction issues 
even in the absence of

[[Page 27229]]

the adoption of the proposed two-stage weighted model and interacted 
HCC counts model specification updates. Several commenters also stated 
that the proposed HCC-contingent enrollment duration factors would 
reduce issuers' incentives for risk selection.
    Response: We are finalizing the replacement of the current monthly 
enrollment duration factors of up to 11 months for all enrollees in the 
adult models with new monthly enrollment duration factors of up to 6 
months that would apply only to enrollees in the adult models with 
HCCs. As previously explained, our analysis of the current adult model 
enrollment duration factors found that plan liability was 
underpredicted for partial-year adult enrollees with HCCs and 
overpredicted for partial-year adult enrollees without HCCs.\72\ This 
targeted refinement was developed in response to this finding and will 
improve prediction for partial-year adult enrollees with and without 
HCCs. Additionally, HHS agrees that the enrollment duration factor 
changes will reduce issuers' incentives for risk selection by improving 
model prediction.
---------------------------------------------------------------------------

    \72\ HHS-Operated Risk Adjustment Technical Paper on Possible 
Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
---------------------------------------------------------------------------

    Comment: Several commenters focused on the intersection of special 
enrollment periods (SEP) and these proposed changes. Some commenters 
suggested that the proposed enrollment duration factor updates would 
mitigate the impact of the recent access to SEPs enhanced during the 
2020 and 2021 benefit years due to the COVID-19 PHE and ARP,\73\ which 
changed the SEP enrollee pool and increased opportunities for adverse 
selection. One of these commenters noted the importance of predictive 
accuracy for 1 to 6-month enrollees as Exchanges on the Federal 
platform and State Exchanges expand plan selection options during SEP 
enrollments. Another commenter noted HHS' analysis of the proposed HCC-
contingent duration factors is not representative of the current SEP 
landscape and recommended additional analysis before the proposed 
enrollment duration factor updates are implemented.
---------------------------------------------------------------------------

    \73\ See, for example, HHS Announces Marketplace Special 
Enrollment Period for COVID-19 Public Health Emergency. (2021, 
January 28). CMS. <a href="https://www.hhs.gov/about/news/2021/01/28/hhs-announces-marketplace-special-enrollment-period-for-covid-19-public-health-emergency.html">https://www.hhs.gov/about/news/2021/01/28/hhs-announces-marketplace-special-enrollment-period-for-covid-19-public-health-emergency.html</a>.
---------------------------------------------------------------------------

    Response: We appreciate the comments on the intersection of SEP 
opportunities and the proposed updates to the adult model enrollment 
duration factors. We agree with commenters that the proposed updates 
would mitigate the impact of the recent SEPs enhanced during the 2020 
and 2021 benefit years due to the COVID-19 PHE and ARP on potential 
opportunities for adverse selection, but note that these updates to the 
enrollment duration factors will not be implemented until the 2023 
benefit year. We also agree with the commenter on the importance of 
predictive accuracy for partial-year enrollees and believe that these 
changes will improve the current models' predictive accuracy for 
partial-year adult enrollees with and without HCCs.
    As noted above, we are finalizing the changes to the adult model 
enrollment duration factors as proposed and will implement the new 
factors beginning with the 2023 benefit year adult models. To develop 
the 2023 benefit year risk adjustment models, we used the 2017, 2018, 
and 2019 enrollee-level EDGE data, as these datasets were the 3 most 
recent consecutive years of enrollee-level EDGE data that were 
available at the time we incorporated the data in the draft 
recalibrated coefficients published in the proposed rule. Therefore, we 
believe that the data years that we used to develop the HCC-contingent 
enrollment duration factors are the most appropriate data years 
available at this time for purposes of analyzing the proposal to adopt 
these changes beginning with the 2023 benefit year and that further 
analysis is not required at this time. As discussed elsewhere in this 
rule, we are still assessing whether to use the 2020 enrollee-level 
EDGE for model recalibration in the future, and we do not have 2021 
benefit year enrollee-level EDGE yet.\74\ As such, we have not yet been 
able to analyze the impact of the most recent SEP changes. However, HHS 
remains committed to ongoing analysis of these issues and intends to 
study the impact of the new factors once implemented.
---------------------------------------------------------------------------

    \74\ See 45 CFR 153.730. Since April 30, 2022, falls on a 
weekend, CMS will exercise enforcement discretion to shift the 
deadline for submission of final 2021 benefit year risk adjustment 
data to May 2, 2022.
---------------------------------------------------------------------------

    Comment: A few commenters expressed concerns that the proposed HCC-
contingent enrollment duration factors would negatively impact the 
small group market or that the changes would not align with small group 
market enrollment renewal patterns (for example, non-calendar year 
coverage). One commenter that opposed the adoption of the proposed 
changes stated that eliminating enrollment duration factors for non-HCC 
enrollees would disincentivize issuers from taking on new small group 
employers in the fourth quarter. Other commenters that supported the 
proposed enrollment duration factors changes noted general concerns 
that the proposed updates to the enrollment duration factors may 
negatively impact the small group market.
    Response: We explored partial-year enrollment patterns between the 
individual \75\ and small group markets as part of the consideration of 
updates to the enrollment duration factors for the risk adjustment 
adult models. In the 2021 Payment Notice (85 FR 29189), we shared our 
preliminary analysis of the 2017 enrollee-level EDGE dataset found 
separate enrollment duration factors by market in the adult models 
could be warranted; therefore, we continued to study these issues as 
additional enrollee-level EDGE data became available. Our analysis of 
partial-year enrollment using the 2018 enrollee-level EDGE dataset, 
which occurred alongside our development of the proposed HCC-contingent 
enrollment duration factors in the proposed 2022 Payment Notice, did 
not find a meaningful distinction in relative costs between markets on 
average once the proposed enrollment duration factors of up to 6 months 
for adult enrollees with HCCs were implemented.\76\ Even though reasons 
for and patterns of partial-year enrollment differ by market, we 
concluded that the patterns most relevant for predicting cost (for 
example, how enrollment duration relates to cost conditional on the 
presence of HCCs) were the same for both markets.\77\ Therefore, we 
determined it would not be necessary to introduce market-specific 
factors if the proposed HCC-contingent enrollment duration factors were 
adopted in place of the existing enrollment duration factors. We also 
explained that if the HCC-contingent factors were to vary by market, 
the factors for both markets would generally be very similar, which 
would add little value to the models while adding additional 
complexity.\78\ Therefore, we proposed the adoption of

[[Page 27230]]

the same HCC-contingent factors for both markets.
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    \75\ Section 3. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>. In the 
enrollee-level EDGE dataset, merged market enrollees are assigned to 
the individual or small group market indicator based on their plan.
    \76\ Section 3.3.2. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>. See also 86 
FR 24161.
    \77\ Ibid.
    \78\ Section 3.3.2. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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    In response to comments, we again considered whether the HCC-
contingent enrollment duration factors could have negative impacts on 
small group market issuers, such as on those that offer non-calendar 
year coverage and take on new business later in the year. Our continued 
consideration of these issues did not find evidence of such negative 
impacts.\79\ More specifically, while we recognize there are likely 
some cases where a partial-year enrollee only receives risk adjustment 
ineligible services, our analysis found no evidence that it is 
associated with meaningful underpayment in either the individual or 
small group market. In other words, on average, costs are sufficiently 
low for partial-year enrollees with no HCCs that even a risk score 
based only on demographic factors would generally overpredict plan 
liability.\80\ Commenters did not provide data or other information in 
support of the general assertions or concerns about potential impacts 
on the small group market and have not otherwise refuted the 
conclusions drawn from our analysis of available enrollee-level EDGE 
data. Therefore, we continue to believe it is appropriate to finalize 
and apply the proposed changes to the adult model enrollment duration 
factors to both the individual and small group (including merged) 
markets and to not pursue factors that vary by market. For the reasons 
outlined above, we also believe that the presumed negative impact on 
new business in the small group market would be limited, and the 
guaranteed availability provisions, which require health insurance 
issuers offering non-grandfathered coverage in the individual or small 
group market to accept every individual and employer in the State that 
applies for such coverage unless an exception applies, further protects 
against issuers declining to take on new small group employers.
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    \79\ Section 3.4. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \80\ Ibid.
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    Comment: One commenter stated that they were against limiting 
enrollment duration factors to up to 6-month enrollees and would 
support the proposed changes if the upper limit for the factors was 
extended to 9 months. The commenter noted this change to the upper 
limit would better account for renewal patterns in the small group 
market.
    Response: While we considered other enrollment duration factor 
structures, we proposed and are finalizing a 6-month limit to the 
enrollment duration factors because we found that the monthly average 
cost variation by the number of months enrolled is meaningfully reduced 
after 6 months for adult enrollees with HCCs, and enrollment duration 
factors beyond 6 months did not meaningfully improve prediction for the 
adult models.\81\ Specifically, we found that these coefficients would 
have been close to 0 (and in some cases negative), which means they 
would not have contributed much to the overall risk score for enrollees 
or would have had to be constrained to 0 in the risk adjustment adult 
models. Given this analysis and in an effort to limit the number of 
factors in the models, we are finalizing the HCC-contingent enrollment 
duration factors for up to 6 months as proposed.
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    \81\ Section 3.2. HHS-Operated Risk Adjustment Technical Paper 
on Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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    Additionally, as explained above, we continue to believe it is 
appropriate to finalize and apply the proposed changes to the adult 
model enrollment duration factors to the small group market and to not 
pursue factors that vary by market.
iv. Combined Impact of the Model Changes
    As discussed in detail above, after reviewing the public comments 
on the proposed risk adjustment model changes, we are finalizing the 
addition of the interacted HCC counts factors in the adult and child 
models, the removal of the current adult model severity illness 
factors, and the replacement of the existing enrollment duration 
factors with the HCC-contingent enrollment duration factors in the 
adult models, as proposed. Our analysis of the proposed interacted HCC 
counts factors combined with the proposed HCC-contingent enrollment 
duration factors in the adult models significantly improves predictions 
across most deciles and HCC counts for the very highest-risk enrollees, 
as well as the lowest-risk enrollees without HCCs.\82\ However, we are 
not finalizing the proposal to add a two-stage weighted model 
specification to model recalibrations.
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    \82\ Figure 4.2. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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    We summarized and responded to public comments received on proposed 
model specifications updates in the above sections.
c. Pricing Adjustment for the Hepatitis C Drugs
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 605), for the 2023 benefit year, we proposed 
to continue applying a market pricing adjustment to the plan liability 
associated with Hepatitis C drugs in the risk adjustment models.\83\
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    \83\ 84 FR 17463 through 17466.
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    We sought comment on this proposal.
    After reviewing the public comments, we are finalizing this 
proposal to continue applying a market pricing adjustment to the plan 
liability associated with Hepatitis C drugs in the risk adjustment 
models, consistent with the approach adopted beginning with the 2020 
models.
    We summarize and respond to public comments received on the pricing 
adjustment for Hepatitis C drugs below.
    Comment: Most commenters supported the Hepatitis C pricing 
adjustment. One commenter noted that the pricing adjustment ensures HHS 
is applying the most accurate data, while protecting against issuers 
that might seek to influence provider prescribing patterns to the 
issuers' benefit. Another commenter noted that without the Hepatitis C 
pricing adjustment, issuers would be incentivized to focus on only a 
subset of enrollees needing treatment if they can trigger an increase 
in an enrollee's risk score that is higher than the actual plan 
liability of the drug claim.
    Conversely, a few commenters expressed concerns about the Hepatitis 
C drugs pricing adjustment. These commenters asserted that the 
professional independence and ethical standards of providers would 
prevent them from prescribing drugs that they did not believe were 
medically necessary and appropriate, reducing the potential for issuers 
to game the model. These commenters were concerned about 
undercompensating issuers for enrollees with serious chronic 
conditions, which would incentivize issuers to avoid these enrollees. 
They encouraged HHS to evaluate the models continually to ensure they 
fully capture the cost of the current standard of care for conditions 
in the models. Additionally, one commenter cautioned against reducing 
the coefficient more than the expected decrease, which the commenter 
explained would incentivize issuers to reduce the availability of the 
treatment. This commenter also recommended that HHS clarify the data 
source and approach it is using to constrain the Hepatitis C RXC

[[Page 27231]]

coefficient. Finally, one commenter expressed concern that constraining 
the Hepatitis C RXC coefficient would undermine recent progress to 
treat Hepatitis C infections.
    Response: We continue to believe that the Hepatitis C pricing 
adjustment is appropriate at this time, will help avoid perverse 
incentives, and will lead to Hepatitis C RXC coefficients that better 
reflect anticipated actual 2023 benefit year plan liability associated 
with Hepatitis C drugs. Specifically, the purpose of the Hepatitis C 
pricing adjustment is to address the significant pricing changes 
associated with the introduction of new and generic Hepatitis C drugs 
between the data years used for recalibrating the models and the 
applicable recalibration benefit year that present a risk of creating 
perverse incentives by overcompensating issuers. We reassessed the 
pricing adjustment for the Hepatitis C RXC for the 2023 benefit year 
model recalibration and found that the data used for the 2023 benefit 
year risk adjustment model recalibration (that is, 2017, 2018, and 2019 
enrollee-level EDGE data) still does not account for the significant 
pricing changes that we have observed for the Hepatitis C drugs due to 
the introduction of newer and cheaper Hepatitis C drugs. Therefore, the 
data that will be used to recalibrate the models needs to be adjusted 
because it does not precisely reflect the average cost of Hepatitis C 
treatments expected in the 2023 benefit year.
    In making this determination, we consulted our clinical and 
actuarial experts, and analyzed the most recent enrollee-level EDGE 
data available to further assess the changing costs associated with 
Hepatitis C enrollees. Due to the high cost of these drugs reflected in 
the 2017, 2018, and 2019 enrollee-level EDGE data, without a pricing 
adjustment to plan liability, issuers would be overcompensated for the 
Hepatitis C RXC in the 2023 benefit year, and they could be 
incentivized to encourage overprescribing practices and game risk 
adjustment such that the issuer's risk adjustment payment is increased 
or risk adjustment charge is decreased. We also recognize concerns that 
applying a pricing adjustment that would reduce the coefficient for the 
Hepatitis C RXC by more than the expected decrease in costs could 
incentivize issuers to reduce the availability of the treatment. 
However, we believe that the Hepatitis C pricing adjustment accurately 
captures the costs of Hepatitis C drugs for the applicable risk 
adjustment benefit year using the most recently available data, 
balances the need to deter gaming practices with the need to ensure 
that issuers are adequately compensated, and does not undermine recent 
progress in the treatment of Hepatitis C.
    Additionally, we recognize the important role that the ethical 
standards of providers play in preventing overprescribing of drugs that 
they do not believe are medically necessary and appropriate, but we 
believe that the Hepatitis C pricing adjustment is the most effective 
way to protect against perverse incentives that could affect 
prescribing patterns. Furthermore, while we appreciate commenters' 
concerns about undercompensating issuers for enrollees with serious 
chronic conditions, HHS is adopting several proposals in this 
rulemaking to address the adult and child models' underprediction for 
enrollees with many HCCs.\84\ Specifically, we finalized the interacted 
HCC counts and HCC-contingent enrollment duration factors model 
specifications to improve model prediction for the higher risk 
enrollees and ensure that issuers are being accurately compensated for 
these enrollees.\85\ We intend to continue to reassess this pricing 
adjustment as part of future benefit years' model recalibrations using 
additional years of available enrollee-level EDGE data.
---------------------------------------------------------------------------

    \84\ Figure 1.3. HHS-Operated Risk Adjustment Technical Paper on 
Possible Model Changes. (2021, October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
    \85\ The Interacted HCC Counts and HCC-contingent enrollment 
duration factors also improve the models' predictive accuracy for 
the lower risk deciles. See, for example, Figure 4.2. HHS-Operated 
Risk Adjustment Technical Paper on Possible Model Changes. (2021, 
October 26). CMS. <a href="https://www.cms.gov/files/document/2021-ra-technical-paper.pdf">https://www.cms.gov/files/document/2021-ra-technical-paper.pdf</a>.
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d. Risk Adjustment RXC Mapping for Recalibration
i. Inclusion and Exclusion Criteria for Drugs in RXC Mapping and 
Recalibration
    In the HHS Notice of Benefit and Payment Parameters for 2023 
proposed rule (87 FR 584, 605), we provided an overview of the 
inclusion and exclusion criteria HHS uses to identify drugs for mapping 
to RXCs in the adult risk adjustment models, reviewed what version of 
the RXC mapping document HHS uses when processing the enrollee-level 
EDGE data for a benefit year for recalibration of the adult risk 
adjustment models, and outlined the criteria that warrant consideration 
for changes to the incorporation (or exclusion) of particular drugs 
from the RXC mappings in future benefit year recalibrations. We also 
proposed a change to the approach for identifying the version of the 
RXC mapping document HHS would use to process a given benefit year's 
enrollee-level EDGE data for recalibration of the adult risk adjustment 
models.
    In accordance with Sec.  153.320, HHS develops and publishes the 
risk adjustment methodology applicable in States where HHS operates the 
program, including the draft factors to be employed in the models for 
the benefit year. This includes information on the annual recalibration 
of the adult risk adjustment models' RXC coefficients using data from 
the applicable prior benefit years trended forwarded to reflect the 
applicable benefit year of risk adjustment. Drugs that appear on claims 
data, either through National Drug Codes (NDCs) or Healthcare Common 
Procedural Coding System (HCPCS), are cross walked to RxNorm Concept 
Unique Identifiers (RXCUIs).\86\ RXCUI mappings are always matched to 
the NDCs and HCPCS applicable to the particular EDGE data year as the 
NDC and HCPCS reflect the drugs that were available in the market 
during the benefit year.\87\ As explained in the proposed rule, we had 
been using the most recent RXC mappings (RXCUIs that map to RXCs) that 
were available when we first processed the enrollee-level EDGE data for 
a benefit year for recalibration of the adult risk adjustment 
models.\88\ For example, for the 2022 benefit year, we recalibrated the 
adult risk adjustment models using 2016, 2017, and 2018 enrollee-level 
EDGE data, and applied the second quarter (Q2) 2018 RXC mapping 
document for both 2016 and 2017 \89\ and the Q2 2019 mapping document 
for 2018 for recalibration of the adult risk adjustment models' RXC 
factors.
---------------------------------------------------------------------------

    \86\ See, for example, 81 FR 94074 through 94080.
    \87\ See, for example, Creation of the 2018 Benefit Year HHS-
Operated Risk Adjustment Models Draft Prescription Drug (RXCUIs) to 
HHS Drug Classes (RXCs) Crosswalk Memorandum. (2017, September 18). 
CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Draft-RxC-Crosswalk-Memo-9-18-17.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Draft-RxC-Crosswalk-Memo-9-18-17.pdf</a>.
    \88\ RXCUIs differ by chemical (drug ingredient), strength, and 
dose form, but not by manufacturer or package size. This means that 
RXCUIs describe the same drugs year-over-year, even as the 
underlying NDCs and HCPCs change due to changes in labelers, which 
is why it is possible to apply different mappings to different 
years. For further information, see RxNorm Overview. (2022, January 
3). NIH. <a href="https://www.nlm.nih.gov/research/umls/rxnorm/overview.html">https://www.nlm.nih.gov/research/umls/rxnorm/overview.html</a>.
    \89\ RXCs were not added to the risk adjustment models until 
2018 benefit year; therefore, we used 2018 RXC mappings for both 
2016 and 2017 enrollee-level EDGE data as there were no 2016 and 
2017 RXC mapping documents. Note that, even though 2018 RXC mappings 
were applied to these earlier years, they were cross walked to the 
NDCs and HCPCS that describe the applicable drugs during those 
earlier years.
---------------------------------------------------------------------------

    As noted in the 2022 Payment Notice (86 FR 26164), we also 
continuously

[[Page 27232]]

assess the availability of drugs in the market and the associated 
mapping of those drugs to RXCs in the adult risk adjustment models. 
More specifically, during a benefit year, HHS conducts quarterly 
reviews of RXCUIs that map to RXCs in the adult risk adjustment models 
for that benefit year. During our annual review of enrollee-level EDGE 
data for recalibration purposes, and to a certain extent during 
quarterly reviews of RXCUIs that map to RXCs in the adult risk 
adjustment models, HHS evaluates the inclusion and exclusion of RXCUIs 
based on criteria such as: (1) Whether costs for an individual drug are 
comparable to the costs of other drugs in the same class, (2) whether a 
drug is a good predictor of the presence of the diseases that map to 
the HCCs that an RXC indicates (which can be evaluated through clinical 
expert review in the absence of data), (3) whether the pharmacological 
properties and prescribing patterns are consistent with treatment of a 
particular condition (also evaluated through clinical expert review), 
and (4) stakeholder feedback.\90\ As a result of this ongoing 
assessment, we make quarterly updates to the RXC Crosswalk, which 
identifies the list of NDCs and HCPCS indicating the presence of an RXC 
in the current benefit year ``Do It Yourself'' (DIY) software and EDGE 
reference data, to ensure drugs are appropriately mapped to RXCs. This 
can include the addition or removal of drugs based on market 
availability and the other criteria identified above. As such, the risk 
adjustment mapping of RXCUIs to RXCs, along with the list of NDCs and 
HCPCS that crosswalk to each RXCUI, may be updated throughout a 
particular benefit year of risk adjustment. HHS provides information to 
issuers on these updates through the DIY software, which is published 
on the CCIIO website,\91\ as well as through the EDGE global reference 
updates, which are published on the Distributed Data Collection program 
page on the Registration for Technical Assistance Portal (REGTAP).\92\
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    \90\ See, for example, Creation of the 2018 Benefit Year HHS-
Operated Risk Adjustment Models Draft Prescription Drug (RXCUIs) to 
HHS Drug Classes (RXCs) Crosswalk Memorandum. (2017, September 18). 
CMS. <a href="https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Draft-RxC-Crosswalk-Memo-9-18-17.pdf">https://www.cms.gov/CCIIO/Resources/Regulations-and-Guidance/Downloads/Draft-RxC-Crosswalk-Memo-9-18-17.pdf</a>.
    \91\ The January 7, 2022 version of the DIY software is 
available at 2021 Benefit Year Risk Adjustment Updated HHS-Developed 
Risk Adjustment Model Algorithm ``Do It Yourself (DIY)'' Software. 
(2022). CMS.
    \92\ Available at Distributed Data Collection. REGTAP.
---------------------------------------------------------------------------

    This ongoing updating process occurs on a different timeline than 
the annual model recalibration activities for a given benefit year.
    In the proposed rule, we proposed to change the approach for 
identifying the version of the RXC mapping document HHS would use to 
process a given benefit year's enrollee-level EDGE data for the annual 
recalibration of the adult risk adjustment models. More specifically, 
we proposed to recalibrate the adult risk adjustment models using each 
final, fourth quarter (Q4) RXC mapping document that was applicable for 
each benefit year of data that is included in the applicable benefit 
year's model recalibration, while continuing to engage in annual and 
quarterly review processes using the inclusion and exclusion criteria 
described above. For example, if we recalibrate the 2024 benefit year 
adult risk adjustment models using 2018, 2019, and 2020 benefit year 
enrollee-level EDGE data, we would use the Q4 RXC mapping document for 
each of those benefit years (that is, Q4 2018, Q4 2019, and Q4 2020, 
respectively) for recalibration purposes. We would also use the 
criteria described above to evaluate the inclusion and exclusion of 
RXCUIs and may make other updates to the 2024 benefit year RXC 
Crosswalk to ensure drugs are appropriately mapped to RXCs.
    We proposed to begin to use this approach for recalibration of the 
2023 adult risk adjustment models with the exception of the 2017 
enrollee-level EDGE data year, for which we proposed to use the most 
recent RXC mapping document that was available when we first processed 
the 2017 enrollee-level EDGE data (that is, Q2 2018). We proposed to 
use the applicable benefit year's Q4 RXC mapping documents for both the 
2018 and 2019 benefit years of enrollee-level EDGE data for the 
recalibration of the adult risk adjustment models for the 2023 benefit 
year. Under this proposal, we would generally hold those mappings 
constant when using the 2018 and 2019 enrollee-level EDGE data years in 
future benefit year model recalibrations (except under the extenuating 
circumstances that are described in the next section that can result in 
targeted changes to RXC mappings)--meaning that we would use the 
applicable benefit year's Q4 RXC mapping documents when the 2018 or 
2019 benefit year of enrollee-level EDGE data is used for future 
benefit year model recalibrations.\93\ The purpose of maintaining a 
specific version of the same RXC mapping document for future 
recalibrations is to limit the volatility of some coefficients from 
year-to-year and to ensure that we are capturing the utilization and 
costs observed for the underlying drugs in use in that year for the 
condition. Because the final DIY software update contains the Q4 list, 
this approach would also have the added benefit of providing issuers 
the opportunity to see the mappings/crosswalk that are likely to be 
applied to that data year in the final DIY software release before it 
is used for recalibration.
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    \93\ Consistent with the approach finalized in the 2022 Payment 
Notice, the 2018 and 2019 enrollee-level EDGE data would be used for 
the recalibration of the 2024 benefit year models and the 2019 
enrollee-level EDGE data would be used for the recalibration of the 
2025 benefit year models.
---------------------------------------------------------------------------

    For purposes of the 2023 benefit year recalibration, we proposed an 
exception for the 2017 benefit year enrollee-level EDGE data and would 
instead use the most recent RXC mapping document that was available 
when we first processed the benefit year's enrollee-level EDGE data for 
recalibration purposes (that is, Q2 2018). We proposed this approach 
for the 2017 benefit year enrollee-level EDGE data because the RXCs 
were still under development in 2017, and were not included in the 
adult risk adjustment models until 2018; \94\ therefore, no RXC 
mappings existed for the 2017 benefit year. Thus, we proposed to use 
the Q2 2018 RXC mapping document for the 2017 benefit year enrollee-
level EDGE data for 2023 model recalibration, consistent with the 
mapping used for processing the 2017 data for recalibration of the 2021 
and 2022 adult models. We sought comment on this proposal.
---------------------------------------------------------------------------

    \94\ See 81 FR 94075.
---------------------------------------------------------------------------

    We summarize and respond to public comments received on the 
proposals related to the RXC mapping document used for the annual 
recalibration of the adult models, along with the comments and 
responses on the other risk adjustment RXC mapping proposals.
ii. Targeted Changes to RXC Mappings for Recalibration
    Regardless of the version of the RXC mapping document we use during 
the annual adult risk adjustment model recalibration, there may be a 
relatively small number of drugs that still require additional analysis 
and consideration given the changes that can occur in the market 
between the data year and the applicable benefit year of risk 
adjustment. The targeted changes to particular drugs' mappings 
typically occur when performing recalibration for future benefit years. 
Based on our experience since the incorporation of RXCs into risk 
adjustment models in the 2018 benefit year, we do not believe that the 
removal or addition of an RXCUI

[[Page 27233]]

from the RXC mappings (and the associated removal of the NDCs and HCPCS 
associated with that RXCUI) are typically material to recalibration 
because most drug removals are not associated with utilization and cost 
levels that would have a meaningful impact on model coefficients.\95\ 
However, in extenuating circumstances where HHS believes there will be 
a significant impact from a change in an RXCUI to RXC mapping, such as: 
(1) Evidence of significant off-label prescribing (as was the case with 
hydroxychloroquine sulfate \96\); (2) abnormally large changes in 
clinical indications or practice patterns associated with drug usage; 
or (3) certain situations in which the cost of a drug (or biosimilars) 
become much higher or lower than the typical cost of drugs in the same 
prescription drug category, HHS will consider whether changes to the 
RXCUI to RXC mapping from the applicable data year crosswalk are needed 
for future benefit year recalibrations. In the proposed rule (87 FR 608 
through 609), we illustrated cases where we believe extenuating 
circumstances existed and how we evaluated whether to make targeted 
changes to RXC mappings due to those extenuating circumstances as part 
of the annual recalibration process for the 2023 benefit year adult 
models. In particular, we considered the cases of RXCUI to RXC mapping 
of Descovy[supreg] and hydroxychloroquine sulfate. For Descovy[supreg], 
we did not propose to make an exception to remove Descovy[supreg] from 
mapping to RXC 01 in 2017, 2018 or 2019 benefit year enrollee-level 
EDGE datasets used for the 2023 benefit year recalibration of the adult 
models. For hydroxychloroquine sulfate, we proposed that the targeted 
removal of this drug from mapping to RXC 09 was again appropriate, but 
to effectuate the targeted removal of this drug for purposes of the 
2023 benefit year recalibration of the adult models, we would adopt a 
different approach than the one used for the 2022 benefit year risk 
adjustment model recalibration and would instead remove the RXCUI to 
RXC mapping in the 2018 and 2019 enrollee-level EDGE data for 
hydroxychloroquine sulfate to RXC 09 (Immune Suppressants and 
Immunomodulators) and the related RXC 09 interactions (RXC 09 x HCC056 
or 057 and 048 or 041; RXC 09 x HCC056; RXC 09 x HCC

[…truncated; see source link]
Indexed from Federal Register on May 6, 2022.

This is legal information, not legal advice. Laws vary by jurisdiction and change frequently. Always verify current law with official sources and consult a licensed attorney in your jurisdiction for advice on your specific situation.