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Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Image

Examining the History,
Consequences, and
Effects of Race-Based
Clinical Algorithms on
Health Equity

_____

Joe Alper, Ronique Taffe, and
Rose Marie Martinez, Rapporteurs

Roundtable on the Promotion of
Health Equity

Board on Population Health and
Public Health Practice

Health and Medicine Division

Proceedings of a Workshop

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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This activity was supported by contracts between the National Academy of Sciences and Aetna/CVS, American Medical Association, Blue Shield of California Foundation, Department of Veterans Affairs, Kresge Foundation, Merck, Takeda, and The California Endowment. Any opinions, findings, conclusions, or recommendations expressed in this publication do not necessarily reflect the views of any organization or agency that provided support for the project.

International Standard Book Number-13: 978-0-309-71179-1
International Standard Book Number-10: 0-309-71179-7
Digital Object Identifier: https://doi.org/10.17226/27301

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Suggested citation: National Academies of Sciences, Engineering, and Medicine. 2023. Examining the history, consequences, and effects of race-based clinical algorithms on health equity: Proceedings of a workshop. Washington, DC: The National Academies Press. https://doi.org/10.17226/27301.

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×

The National Academy of Sciences was established in 1863 by an Act of Congress, signed by President Lincoln, as a private, nongovernmental institution to advise the nation on issues related to science and technology. Members are elected by their peers for outstanding contributions to research. Dr. Marcia McNutt is president.

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The National Academy of Medicine (formerly the Institute of Medicine) was established in 1970 under the charter of the National Academy of Sciences to advise the nation on medical and health issues. Members are elected by their peers for distinguished contributions to medicine and health. Dr. Victor J. Dzau is president.

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Learn more about the National Academies of Sciences, Engineering, and Medicine at www.nationalacademies.org.

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×

Consensus Study Reports published by the National Academies of Sciences, Engineering, and Medicine document the evidence-based consensus on the study’s statement of task by an authoring committee of experts. Reports typically include findings, conclusions, and recommendations based on information gathered by the committee and the committee’s deliberations. Each report has been subjected to a rigorous and independent peer-review process and it represents the position of the National Academies on the statement of task.

Proceedings published by the National Academies of Sciences, Engineering, and Medicine chronicle the presentations and discussions at a workshop, symposium, or other event convened by the National Academies. The statements and opinions contained in proceedings are those of the participants and are not endorsed by other participants, the planning committee, or the National Academies.

Rapid Expert Consultations published by the National Academies of Sciences, Engineering, and Medicine are authored by subject-matter experts on narrowly focused topics that can be supported by a body of evidence. The discussions contained in rapid expert consultations are considered those of the authors and do not contain policy recommendations. Rapid expert consultations are reviewed by the institution before release.

For information about other products and activities of the National Academies, please visit www.nationalacademies.org/about/whatwedo.

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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PLANNING COMMITTEE ON EXAMINING THE HISTORY, CONSEQUENCES, AND EFFECTS OF RACE-BASED CLINICAL ALGORITHMS ON HEALTH EQUITY1

WINSTON F. WONG (Chair), Scholar in Residence, Kaiser Permanente UCLA Center for Health Equity

ALICIA J. COHEN, Research Investigator, Center of Innovation in Long Term Services & Supports, VA Providence Healthcare System

JUSTIN LIST, Director of Health Care Outcomes, Office of Health Equity, U.S. Department of Veterans Affairs

K. ALETHA MAYBANK, Chief Health Equity Officer, Senior Vice President, American Medical Association

ERNEST MOY, Executive Director, Office of Health Equity, U.S. Department of Veterans Affairs

REGINALD D. TUCKER-SEELEY, Vice President, Health Equity, ZERO Prostate Cancer

Staff

RONIQUE TAFFE, Program Officer/Study Director

ROSE MARIE MARTINEZ, Senior Board Director

Y. CRYSTI PARK, Program Coordinator

___________________

1 The National Academies of Sciences, Engineering, and Medicine’s planning committees are solely responsible for organizing the workshop, identifying topics, and choosing speakers. The responsibility for the published Proceedings of a Workshop rests with the workshop rapporteurs and the institution.

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×

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Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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ROUNDTABLE ON THE PROMOTION OF HEALTH EQUITY MEMBERSHIP1

WINSTON F. WONG (Chair), Scholar in Residence, Kaiser Permanente UCLA Center for Health Equity, Los Angeles, CA

YVETTE CALDERON, Professor of Emergency Medicine, Mount Sinai Beth Israel, New York, NY

BRUCE (NED) CALONGE, Associate Dean for Public Health Practice, Associate Professor of Epidemiology, Colorado School of Public Health, and Associate Professor of Family Medicine, University of Colorado

CARLA CARTWRIGHT, Senior Director, Global Digital and Regulatory Policy, Johnson & Johnson, Washington, DC

LUTHER T. CLARK, Deputy Chief Patient Officer, Global Director, Scientific, Medical and Patient Perspective, Office of the Chief Patient Officer, Merck & Co., Inc.

MARIO R. DE LA ROSA, Distinguished and Endowed Health Equity University Professor, Professor of Social Work, Robert Stempel College of Public Health and Social Work, Florida International University, Miami

ANA JACKSON, Chief Evaluation and Data Strategy Director, Blue Shield of California Foundation, Oakland

SHREYA KANGOVI, Executive Director, Penn Center for Community Health Workers, University of Pennsylvania, Philadelphia

K. ALETHA MAYBANK, Chief Health Equity Officer and Senior Vice President, American Medical Association, Chicago, IL

ERNEST MOY, Executive Director, Office of Health Equity, U.S. Department of Veterans Affairs, Washington, DC

CHRIS REDDICK, Vice President, Head of U.S. Health Equity, U.S. Public Affairs, Takeda Pharmaceuticals Company Limited

MELISSA A. SIMON, Vice Chair of Clinical Research, Department of Obstetrics and Gynecology, George H. Gardner Professor of Clinical Gynecology, Professor of Obstetrics and Gynecology, Preventive Medicine and Medical Social Sciences, and Director, Chicago Cancer Health Equity Collaborative, Northwestern University, Feinberg School of Medicine, Chicago, IL

TESHIA G. ARAMBULA SOLOMON, Associate Professor/Distinguished Outreach Faculty, University of Arizona, Tucson

___________________

1 The National Academies of Sciences, Engineering, and Medicine’s forums and roundtables do not issue, review, or approve individual documents. The responsibility for the published Proceedings of a Workshop rests with the workshop rapporteurs and the institution.

Page viii Cite
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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REGINALD D. TUCKER-SEELEY, Vice President, Health Equity, ZERO Prostate Cancer, Los Angeles, CA

Veterans Health Administration Health Equity Roundtable Fellows

ALICIA J. COHEN, Research Investigator, Center of Innovation in Long Term Services & Supports, VA Providence Healthcare System; Assistant Professor of Family Medicine (Research), Alpert Medical School of Brown University, Assistant Professor of Health Services, Policy and Practice (Research), Brown University School of Public Health; Adjunct Lecturer, Department of Family Medicine, University of Michigan Medical School; Center of Innovation in Long-Term Services and Supports, Providence VA Medical Center, Providence, RI

SARAH JAVIER, Core Investigator, Center for Innovation to Implementation (Ci2i), VA Palo Alto Healthcare System (152-MPD), Menlo Park, CA

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Reviewers

This Proceedings of a Workshop was reviewed in draft form by individuals chosen for their diverse perspectives and technical expertise. The purpose of this independent review is to provide candid and critical comments that will assist the National Academies of Sciences, Engineering, and Medicine in making each published proceedings as sound as possible and to ensure that it meets the institutional standards for quality, objectivity, evidence, and responsiveness to the charge. The review comments and draft manuscript remain confidential to protect the integrity of the process.

We thank the following individuals for their review of this proceedings:

JERRY MCCAULEY, United Network of Organ Sharing (UNOS)

VINITH SURIYAKUMAR, Massachusetts Institute of Technology

Although the reviewers listed above provided many constructive comments and suggestions, they were not asked to endorse the content of the proceedings nor did they see the final draft before its release. The review of this proceedings was overseen by LESLIE SIM, National Academies of Sciences, Engineering, and Medicine. She was responsible for making certain that an independent examination of this proceedings was carried out in accordance with standards of the National Academies and that all review comments were carefully considered. Responsibility for the final content rests entirely with the rapporteurs and the National Academies.

Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page xiii Cite
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Acronyms and Abbreviations

ADA American Diabetes Association
AI artificial intelligence
AMA American Medical Association
BMI body mass index
COVID-19 Coronavirus Disease 2019
eGFR estimated glomerular filtration rate
EHR electronic health record
FDA U.S. Food and Drug Administration
FEV forced expiratory volume
GFR glomerular filtration rate
LOINC Logical Observation Identifiers, Names, and Codes
NFL National Football League
NYC DOHMH New York City Department of Health and Mental Hygiene
NYU New York University
OCR Office of Civil Rights
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
ONC Office of the National Coordinator for Health Information Technology
USPSTF U.S. Preventive Services Task Force
VBAC vaginal birth after cesarean section
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Page R1
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Page R2
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R3
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R4
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R5
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R6
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R7
Page viii Cite
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R8
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R9
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R10
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R11
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R12
Page xiii Cite
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
×
Page R13
Suggested Citation:"Front Matter." National Academies of Sciences, Engineering, and Medicine. 2023. Examining the History, Consequences, and Effects of Race-Based Clinical Algorithms on Health Equity: Proceedings of a Workshop. Washington, DC: The National Academies Press. doi: 10.17226/27301.
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Page R14
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The National Academies Roundtable on the Promotion of Health Equity hosted a virtual public workshop in July 2023 to discuss the premise, history, and development of race-based clinical algorithms and their contributions to health inequities. Examining ways to promote race-conscious medicine, participants explored the underlying assumptions of racial differences in physiology, and parameters for identifying instances when race and ethnicity as social constructs are legitimate considerations for improving health equity, such as when promoting outreach, screening, and community education and engagement.

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