{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,1,7]],"date-time":"2025-01-07T05:23:51Z","timestamp":1736227431259,"version":"3.32.0"},"reference-count":52,"publisher":"American Medical Association (AMA)","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Intern Med"],"published-print":{"date-parts":[[2025,1,1]]},"abstract":"<jats:sec id=\"ab-ioi240066-4\"><jats:title>Importance<\/jats:title><jats:p>There is increased interest in public reporting of, and linking financial incentives to, the performance of organizations on health equity metrics, but variation across organizations could reflect differences in performance or selection bias.<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-5\"><jats:title>Objective<\/jats:title><jats:p>To assess whether differences across health plans in sex- and age-adjusted racial disparities are associated with performance or selection bias.<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-6\"><jats:title>Design, Setting, and Participants<\/jats:title><jats:p>This cross-sectional study leveraged a natural experiment, wherein a southern US state randomly assigned much of its Medicaid population to 1 of 5 plans after shifting to managed care in 2012. Enrollee-level administrative claims and enrollment data from 2011 to 2015 were obtained for self-identified Black and White enrollees. The analyses were limited to Black and White Medicaid enrollees because they accounted for the largest percentages of the population and could be compared with greater statistical power than other groups. Data were analyzed from June 2021 to September 2024.<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-7\"><jats:title>Exposures<\/jats:title><jats:p>Plan enrollment via self-selection (observational population) vs random assignment (randomized population).<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-8\"><jats:title>Main Outcomes and Measures<\/jats:title><jats:p>Annual counts of primary care visits, low-acuity emergency department visits, prescription drug fills, and total spending. For observational and randomized populations, models of each outcome were fit as a function of plan indicators, indicators for race, interactions between plan indicators and race, and age and sex. Models estimated the magnitude of racial differences within each plan and tested whether this magnitude varied across plans.<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-9\"><jats:title>Results<\/jats:title><jats:p>Of 118\u202f101 enrollees (mean [SD] age, 9.3 [7.5] years; 53.0% female; 61.4% non-Hispanic Black; and 38.6% non-Hispanic White), 70.2% were included in the randomized population, and 29.8% were included in the observational population. Within-plan differences in primary care visits, low-acuity emergency department visits, prescription drug use, and total spending between Black and White enrollees were large but did not vary substantially and were not statistically significantly different across plans in the randomized population, suggesting minimal effects of plans on racial differences in these measures. In contrast, in the observational population, racial differences varied substantially across plans (standard deviations 2-3 times greater than in the randomized population); this variation was statistically significant after adjustment for multiple testing, except for emergency department visits. Greater between-plan variation in racial differences in the observational population was only partially explained by sampling error. Stratifying by race did not bring observational estimates of plan effects meaningfully closer to randomized estimates.<\/jats:p><\/jats:sec><jats:sec id=\"ab-ioi240066-10\"><jats:title>Conclusions and Relevance<\/jats:title><jats:p>This cross-sectional study showed that selection bias may mischaracterize plans\u2019 relative performance on measures of health care disparities. It is critical to address disparities in Medicaid, but adjusting plan payments based on disparity measures may have unintended consequences.<\/jats:p><\/jats:sec>","DOI":"10.1001\/jamainternmed.2024.5451","type":"journal-article","created":{"date-parts":[[2024,11,25]],"date-time":"2024-11-25T16:32:58Z","timestamp":1732552378000},"page":"61","source":"Crossref","is-referenced-by-count":0,"title":["Attributing Racial Differences in Care to Health Plan Performance or Selection"],"prefix":"10.1001","volume":"185","author":[{"given":"Jacob","family":"Wallace","sequence":"first","affiliation":[{"name":"Yale School of Public Health, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chima D.","family":"Ndumele","sequence":"additional","affiliation":[{"name":"Yale School of Public Health, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anthony","family":"Lollo","sequence":"additional","affiliation":[{"name":"Yale School of Public Health, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Danil","family":"Agafiev Macambira","sequence":"additional","affiliation":[{"name":"Yale University, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthew","family":"Lavallee","sequence":"additional","affiliation":[{"name":"Yale University, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Beniamino","family":"Green","sequence":"additional","affiliation":[{"name":"Yale University, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kate A.","family":"Duchowny","sequence":"additional","affiliation":[{"name":"University of Michigan, Ann Arbor"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J. Michael","family":"McWilliams","sequence":"additional","affiliation":[{"name":"Brigham and Women\u2019s Hospital, Harvard Medical School, Boston, Massachusetts"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10","reference":[{"issue":"18","key":"ioi240066r1","doi-asserted-by":"publisher","first-page":"2463","DOI":"10.1161\/CIRCULATIONAHA.108.825133","article-title":"Differences in specialist consultations for cardiovascular disease by race, ethnicity, gender, insurance status, and site of primary care.","volume":"119","author":"Cook","year":"2009","journal-title":"Circulation"},{"issue":"2","key":"ioi240066r2","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1177\/1077558710379421","article-title":"Racial and gender disparities in implantable cardioverter-defibrillator placement: are they due to overuse or underuse?","volume":"68","author":"Cook","year":"2011","journal-title":"Med Care Res Rev"},{"issue":"21","key":"ioi240066r3","doi-asserted-by":"publisher","first-page":"1537","DOI":"10.1056\/NEJM200011233432106","article-title":"Racial disparities in access to renal transplantation\u2014clinically appropriate or due to underuse or overuse?","volume":"343","author":"Epstein","year":"2000","journal-title":"N Engl J Med"},{"issue":"2","key":"ioi240066r4","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1097\/TP.0b013e31827191d4","article-title":"Disparities among Blacks, Hispanics, and Whites in time from starting dialysis to kidney transplant waitlisting.","volume":"95","author":"Joshi","year":"2013","journal-title":"Transplantation"},{"issue":"8","key":"ioi240066r5","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2020.12241","article-title":"Assessment of racial disparities in mortality rates among older adults living in US rural vs urban counties from 1968 to 2016.","volume":"3","author":"Ferdows","year":"2020","journal-title":"JAMA Netw Open"},{"issue":"24","key":"ioi240066r6","doi-asserted-by":"publisher","first-page":"2288","DOI":"10.1056\/NEJMsa1407273","article-title":"Racial and ethnic disparities among enrollees in Medicare Advantage plans.","volume":"371","author":"Ayanian","year":"2014","journal-title":"N Engl J Med"},{"issue":"19","key":"ioi240066r7","doi-asserted-by":"publisher","first-page":"1662","DOI":"10.1001\/jama.2023.7022","article-title":"Excess mortality and years of potential life lost among the Black population in the US, 1999-2020.","volume":"329","author":"Caraballo","year":"2023","journal-title":"JAMA"},{"issue":"11","key":"ioi240066r8","doi-asserted-by":"publisher","first-page":"1085","DOI":"10.1001\/jama.2022.14791","article-title":"The US Medicaid program: coverage, financing, reforms, and implications for health equity.","volume":"328","author":"Donohue","year":"2022","journal-title":"JAMA"},{"issue":"1","key":"ioi240066r11","doi-asserted-by":"publisher","first-page":"728","DOI":"10.1186\/s12913-018-3516-9","article-title":"Qualitative perspectives of primary care providers who treat Medicaid managed care patients.","volume":"18","author":"Gordon","year":"2018","journal-title":"BMC Health Serv Res"},{"issue":"3","key":"ioi240066r12","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1257\/pol.20150262","article-title":"Does managed care widen infant health disparities? evidence from Texas Medicaid.","volume":"10","author":"Kuziemko","year":"2018","journal-title":"Am Econ J Econ Policy"},{"issue":"1 pt 1","key":"ioi240066r13","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1111\/j.1475-6773.2006.00611.x","article-title":"Effect of Medicaid Managed Care on racial disparities in health care access.","volume":"42","author":"Cook","year":"2007","journal-title":"Health Serv Res"},{"issue":"6","key":"ioi240066r14","doi-asserted-by":"publisher","DOI":"10.1001\/jamahealthforum.2022.1398","article-title":"Disparities in health care spending and utilization among Black and White Medicaid enrollees.","volume":"3","author":"Wallace","year":"2022","journal-title":"JAMA Health Forum"},{"issue":"13","key":"ioi240066r22","doi-asserted-by":"publisher","first-page":"1175","DOI":"10.1056\/NEJMp1300122","article-title":"A path forward on Medicare readmissions.","volume":"368","author":"Joynt","year":"2013","journal-title":"N Engl J Med"},{"issue":"11","key":"ioi240066r23","doi-asserted-by":"publisher","first-page":"1803","DOI":"10.1001\/jamainternmed.2015.4660","article-title":"Patient characteristics and differences in hospital readmission rates.","volume":"175","author":"Barnett","year":"2015","journal-title":"JAMA Intern Med"},{"issue":"3","key":"ioi240066r25","doi-asserted-by":"publisher","first-page":"818","DOI":"10.1111\/1475-6773.12150","article-title":"The Medicare Hospital Readmissions Reduction Program: potential unintended consequences for hospitals serving vulnerable populations.","volume":"49","author":"Gu","year":"2014","journal-title":"Health Serv Res"},{"issue":"26","key":"ioi240066r26","doi-asserted-by":"publisher","first-page":"2472","DOI":"10.1056\/NEJMp1312654","article-title":"Will value-based purchasing increase disparities in care?","volume":"369","author":"Ryan","year":"2013","journal-title":"N Engl J Med"},{"issue":"8","key":"ioi240066r27","doi-asserted-by":"publisher","first-page":"594","DOI":"10.7326\/M14-1601","article-title":"The risks of not adjusting performance measures for sociodemographic factors.","volume":"161","author":"Lipstein","year":"2014","journal-title":"Ann Intern Med"},{"issue":"5","key":"ioi240066r28","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1001\/jama.2017.9643","article-title":"Association of practice-level social and medical risk with performance in the Medicare Physician Value-Based Payment Modifier Program.","volume":"318","author":"Chen","year":"2017","journal-title":"JAMA"},{"issue":"3","key":"ioi240066r29","doi-asserted-by":"publisher","first-page":"314","DOI":"10.7326\/M21-0881","article-title":"Residual confounding in health plan performance assessments: evidence from randomization in Medicaid.","volume":"175","author":"Wallace","year":"2022","journal-title":"Ann Intern Med"},{"issue":"1","key":"ioi240066r30","doi-asserted-by":"publisher","first-page":"473","DOI":"10.1257\/pol.20210162","article-title":"What does a provider network do? evidence from random assignment in Medicaid managed care.","volume":"15","author":"Wallace","year":"2023","journal-title":"Am Econ J Econ Policy"},{"issue":"3","key":"ioi240066r31","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1257\/app.20210843","article-title":"What difference does a health plan make? evidence from random plan assignment in Medicaid.","volume":"15","author":"Geruso","year":"2023","journal-title":"Am Econ J Appl Econ"},{"issue":"12","key":"ioi240066r32","doi-asserted-by":"publisher","first-page":"1672","DOI":"10.1001\/jamainternmed.2020.5408","article-title":"Association of Medicaid-focused or commercial Medicaid managed care plan type with outpatient and acute care.","volume":"180","author":"Swaminathan","year":"2020","journal-title":"JAMA Intern Med"},{"issue":"1","key":"ioi240066r35","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1111\/j.2517-6161.1995.tb02031.x","article-title":"Controlling the false discovery rate: a practical and powerful approach to multiple testing.","volume":"57","author":"Benjamini","year":"1995","journal-title":"J R Stat Soc B"},{"issue":"3","key":"ioi240066r36","doi-asserted-by":"publisher","first-page":"525","DOI":"10.1016\/j.jhealeco.2003.10.005","article-title":"Too much ado about two-part models and transformation? comparing methods of modeling Medicare expenditures.","volume":"23","author":"Buntin","year":"2004","journal-title":"J Health Econ"},{"issue":"1","key":"ioi240066r37","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1186\/1472-6963-7-40","article-title":"Effects of residence and race on burden of travel for care: cross sectional analysis of the 2001 US National Household Travel Survey.","volume":"7","author":"Probst","year":"2007","journal-title":"BMC Health Serv Res"},{"issue":"10077","key":"ioi240066r38","doi-asserted-by":"publisher","first-page":"1453","DOI":"10.1016\/S0140-6736(17)30569-X","article-title":"Structural racism and health inequities in the USA: evidence and interventions.","volume":"389","author":"Bailey","year":"2017","journal-title":"Lancet"},{"issue":"4","key":"ioi240066r40","doi-asserted-by":"publisher","first-page":"358","DOI":"10.1016\/S0033-3549(04)50262-5","article-title":"Race and trust in the health care system.","volume":"118","author":"Boulware","year":"2003","journal-title":"Public Health Rep"},{"issue":"12","key":"ioi240066r41","doi-asserted-by":"publisher","first-page":"2084","DOI":"10.2105\/AJPH.94.12.2084","article-title":"Patient race\/ethnicity and quality of patient-physician communication during medical visits.","volume":"94","author":"Johnson","year":"2004","journal-title":"Am J Public Health"},{"issue":"6464","key":"ioi240066r42","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1126\/science.aax2342","article-title":"Dissecting racial bias in an algorithm used to manage the health of populations.","volume":"366","author":"Obermeyer","year":"2019","journal-title":"Science"},{"issue":"11","key":"ioi240066r43","doi-asserted-by":"publisher","first-page":"907","DOI":"10.7326\/0003-4819-139-11-200312020-00009","article-title":"Patient-centered communication, ratings of care, and concordance of patient and physician race.","volume":"139","author":"Cooper","year":"2003","journal-title":"Ann Intern Med"},{"issue":"2","key":"ioi240066r44","doi-asserted-by":"publisher","first-page":"518","DOI":"10.1377\/hlthaff.27.2.518","article-title":"Do hospitals provide lower-quality care to minorities than to whites?","volume":"27","author":"Gaskin","year":"2008","journal-title":"Health Aff (Millwood)"},{"issue":"5","key":"ioi240066r45","doi-asserted-by":"publisher","first-page":"578","DOI":"10.1177\/1077558709336445","article-title":"Segregation and disparities in health services use.","volume":"66","author":"Gaskin","year":"2009","journal-title":"Med Care Res Rev"},{"issue":"6","key":"ioi240066r46","doi-asserted-by":"publisher","first-page":"540","DOI":"10.1016\/j.jnma.2018.01.006","article-title":"Mistrust in physicians does not explain black-white disparities in primary care and emergency department utilization: the importance of socialization during the Jim Crow era.","volume":"110","author":"Hua","year":"2018","journal-title":"J Natl Med Assoc"},{"issue":"4","key":"ioi240066r47","doi-asserted-by":"publisher","DOI":"10.5600\/mmrr.002.04.A02","article-title":"The role of data in health care disparities in Medicaid managed care.","volume":"2","author":"Moskowitz","year":"2012","journal-title":"Medicare Medicaid Res Rev"},{"issue":"1","key":"ioi240066r48","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1377\/hlthaff.2022.00916","article-title":"Risk adjustment and promoting health equity in population-based payment: concepts and evidence.","volume":"42","author":"McWilliams","year":"2023","journal-title":"Health Aff (Millwood)"},{"issue":"9","key":"ioi240066r50","doi-asserted-by":"publisher","first-page":"1207","DOI":"10.1001\/jamainternmed.2021.3922","article-title":"Changes in racial and ethnic disparities in access to care and health among US adults at age 65 years.","volume":"181","author":"Wallace","year":"2021","journal-title":"JAMA Intern Med"},{"issue":"12","key":"ioi240066r51","doi-asserted-by":"publisher","first-page":"2234","DOI":"10.2105\/AJPH.2013.301350","article-title":"The unique impact of abolition of Jim Crow laws on reducing inequities in infant death rates and implications for choice of comparison groups in analyzing societal determinants of health.","volume":"103","author":"Krieger","year":"2013","journal-title":"Am J Public Health"},{"issue":"1","key":"ioi240066r52","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s10552-016-0834-2","article-title":"Jim Crow and estrogen-receptor-negative breast cancer: US-born black and white non-Hispanic women, 1992-2012.","volume":"28","author":"Krieger","year":"2017","journal-title":"Cancer Causes Control"},{"volume-title":"Unequal Treatment: Confronting Racial and Ethnic Disparities in Health Care","year":"2003","author":"Smedley","key":"ioi240066r18"},{"volume-title":"Accounting for Social Risk Factors in Medicare Payment","year":"2017","key":"ioi240066r19"},{"key":"ioi240066r33","doi-asserted-by":"crossref","DOI":"10.3386\/w30390","volume-title":"The Private Provision of Public Services: Evidence from Random Assignment in Medicaid","author":"Macambira","year":"2022"},{"volume-title":"Understanding Racial and Ethnic Differences in Health in Late Life: a Research Agenda","year":"2004","author":"Bulatao","key":"ioi240066r39"},{"key":"ioi240066r9","unstructured":"Distribution of the nonelderly with Medicaid by race\/ethnicity. Kaiser Family Foundation. Accessed September 16, 2024. https:\/\/www.kff.org\/medicaid\/state-indicator\/medicaid-distribution-nonelderly-by-raceethnicity\/"},{"key":"ioi240066r10","unstructured":"McCue? MJ, Bailit? MH. Assessing the financial health of Medicaid managed care plans and the quality of patient care they provide. The Commonwealth Fund. June 15, 2011. Accessed September 16, 2024. https:\/\/www.commonwealthfund.org\/publications\/issue-briefs\/2011\/jun\/assessing-financial-health-medicaid-managed-care-plans-and"},{"key":"ioi240066r15","unstructured":"State Health and Value Strategies. Medicaid managed care contract language: health disparities and health equity. Princeton University. August 2021. Accessed November 19, 2021. https:\/\/www.shvs.org\/wp-content\/uploads\/2021\/02\/SHVS-MCO-Contract-Language-Health-Equity-and-Disparities_August-2021.pdf"},{"key":"ioi240066r16","unstructured":"Machledt? D. Addressing health equity in Medicaid managed care. National Health Law Program. May 2021. Accessed November 19, 2021. https:\/\/healthlaw.org\/wp-content\/uploads\/2021\/05\/NHeLP_AddressingHealthEquityMedicaidManagedCare06032021.pdf"},{"key":"ioi240066r17","unstructured":"Hinton? E, Williams? E, Raphael? J, . Amid unwinding of pandemic-era policies, Medicaid programs continue to focus on delivery systems, benefits, and reimbursement rates: results from an annual Medicaid budget survey for state fiscal years 2023 and 2024. Kaiser Family Foundation. November 14, 2023. Accessed September 21, 2024. https:\/\/www.kff.org\/report-section\/50-state-medicaid-budget-survey-fy-2023-2024-delivery-systems"},{"key":"ioi240066r20","unstructured":"Innovation Center strategy refresh. Center for Medicare and Medicaid Innovation. Accessed November 20, 2022. https:\/\/www.cms.gov\/priorities\/innovation\/strategic-direction-whitepaper"},{"key":"ioi240066r21","unstructured":"Fact sheet: health equity enhanced payment initiative. North Carolina Medicaid. March 2021. Accessed July 24, 2024. https:\/\/medicaid.ncdhhs.gov\/ncmt-provider-factsheet-health-equity-payments-20210331\/download"},{"key":"ioi240066r24","unstructured":"DuGoff? E, Bishop? S, Rawal? P. Hospital readmission reduction program reignites debate over risk adjusting quality measures. HealthAffairs. August 14, 2014. Accessed September 23, 2024. https:\/\/www.healthaffairs.org\/content\/forefront\/hospital-readmission-reduction-program-reignites-debate-over-risk-adjusting-quality"},{"key":"ioi240066r34","unstructured":"Statewide collaborative quality improvement project: reducing avoidable emergency room visits. California Department of Health Care Services. June 2012. Accessed September 17, 2024. https:\/\/www.dhcs.ca.gov\/dataandstats\/reports\/Documents\/MMCD_Qual_Rpts\/EQRO_QIPs\/CA2011-12_QIP_Coll_ER_Remeasure_Report.pdf"},{"key":"ioi240066r49","doi-asserted-by":"crossref","unstructured":"Chandra? A, Skinner? JS. Geography and racial health disparities. National Bureau of Economic Research working paper 9513. February 2003. Accessed September 17, 2024. https:\/\/www.nber.org\/papers\/w9513","DOI":"10.3386\/w9513"}],"container-title":["JAMA Internal Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamainternalmedicine\/articlepdf\/2826332\/jamainternal_wallace_2024_oi_240066_1735588724.95325.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,6]],"date-time":"2025-01-06T16:03:05Z","timestamp":1736179385000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamainternalmedicine\/fullarticle\/2826332"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,1]]},"references-count":52,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2025,1,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamainternmed.2024.5451","relation":{},"ISSN":["2168-6106"],"issn-type":[{"type":"print","value":"2168-6106"}],"subject":[],"published":{"date-parts":[[2025,1,1]]}}}