From Health Affairs Today <[email protected]>
Subject Potential For Inequity In Machine Learning Pipelines
Date February 24, 2022 9:00 PM
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NEW: Medicare and Medicaid Integration Forefront series
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Thursday, February 24, 2022 | The Latest Research, Commentary, And News
From Health Affairs

Dear John,

Subsequent to publication of this Forefront article
,
Google and Twitter responded that Health Affairs ads were blocked due to
mention of COVID-19 and not because of the mention of racism.

Both platforms require account-level authorization for a brand to
promote COVID-related content with paid media. We are now approved on
Twitter to advertise as a cause-based organization and approved on
Google to continue to promote COVID-related content via paid ads.

The support from our readers and amplification of our content helped us
get a faster response. Thank you.

Machine Learning And Inequities

In the February issue, Stephanie Gervasi and coauthors highlight
concerns about equity
,
fairness, and bias in the ways in which machine learning models are
developed and used in clinical and business decisions.

In their article, Gervasi and coauthors present a guide to the data
ecosystem used by health insurers and explain how bias can arise along
machine learning pipelines.

They recommend mechanisms for identifying and dealing with bias and
examine challenges and opportunities to increase fairness through
analytics in the health insurance industry.

Check out all Health Affairs' Racism & Health content - including a
video interview with Harriet A. Washington, an interactive StoryMap, and
much more - on our dedicated landing page.

Elsewhere At Health Affairs

Today in Health Affairs Forefront, John Westfall and coauthors discuss
the role of primary care

in the identification and ongoing treatment of opioid dependence and
opioid use disorder.

We are launching a new Forefront series on Medicare and Medicaid
Integration. In the first article for the series, Laura Keohane and Ann
Hwang discuss the new proposed rules from CMS

that will affect coverage for Medicare beneficiaries with dual-eligible
special needs plans or Medicare-Medicaid Plans.

We are grateful to Arnold Ventures for supporting this project. We are
also accepting article submissions for the series through August 2022.
Find out more information on the project here
.

Also in Forefront, Paul Ginsburg and Steven Lieberman discuss concerns
with the politics of Medicare Advantage overpayment
.

Katie Keith discusses the February 23rd ruling

that set aside key parts of a recent rule that creates a new federal
independent dispute resolution process.

Elevating Voices: Black History Month: One of the first Health Affairs
Policy Spotlight events featured CMS Administrator Chiquita
Brooks-LaSure.

Revisit Brooks-LaSure's conversation
with
Health Affairs Editor-in-Chief Alan Weil to learn more about her
priorities for CMS and her work on improving health equity.

View information on all of our upcoming free virtual events.

Daily Digest

The Potential For Bias In Machine Learning And Opportunities For Health
Insurers To Address It

Stephanie S. Gervasi et al.

Mobile Van Medication-Assisted Treatment For Opioid Use Disorder Is Not
Enough

John Westfall et al.

Integrating Medicare And Medicaid For Dual-Eligible Beneficiaries
Through Managed Care: Proposed 2023 Medicare Advantage Regulations

Laura Keohane and Ann Hwang

Court Sets Aside Key Parts Of No Surprises Act Rule

Katie Keith

The Debate On Overpayment In Medicare Advantage: Pulling It Together

Paul Ginsburg and Steven Liberman

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mailto:[email protected]

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