{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,4]],"date-time":"2026-11-04T01:50:50Z","timestamp":1793757050680,"version":"4.6.1"},"reference-count":48,"publisher":"American Medical Association (AMA)","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Netw Open"],"abstract":"<jats:sec id=\"ab-zoi250209-4\"><jats:title>Importance<\/jats:title><jats:p>Adults with functional disabilities require more medical care, but it remains unclear whether they use more health services, including high- and low-value services.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-5\"><jats:title>Objectives<\/jats:title><jats:p>To examine health care utilization by functional disability among US adults.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-6\"><jats:title>Design, Setting, and Participants<\/jats:title><jats:p>This cross-sectional study analyzed data from the 2013 to 2021 Medical Expenditure Panel Survey. The sample comprised noninstitutionalized US civilians aged 18 years or older. Statistical analysis was conducted between May and October 2024.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-7\"><jats:title>Exposures<\/jats:title><jats:p>Self-reported functional disability. Functional disability was assessed through 6 questions on difficulties (with vision, hearing, memory or concentration, walking, self-care, and performing errands) and categorized as no (0 difficulties), moderate (1-2 difficulties), and severe (\u22653 difficulties).<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-8\"><jats:title>Main Outcomes and Measures<\/jats:title><jats:p>Outpatient visits, prescription drug fills, 10 high-value services, and 12 low-value services.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-9\"><jats:title>Results<\/jats:title><jats:p>The sample comprised 188\u202f954 adults (mean [SD] age, 48.1 [17.9] years; 101 706 females [53.8%]). Of these adults, 151\u202f562 (80.2%) had no, 28\u202f518 (15.0%) had moderate, and 8874 (4.6%) had severe functional disabilities. Adults with functional disabilities, especially those with severe disabilities, had a higher percentage of outpatient visits (86.2% vs 74.9%) and prescriptions filled (81.2% vs 64.2%) compared with those with no disabilities. The mean number of outpatient visits and prescription drug fills was significantly higher among those with severe vs no or moderate functional disabilities (outpatient visits: 17.5 [95% CI, 16.5-18.4] vs 8.6 [95% CI, 8.6-8.7] or 14.0 [95% CI, 13.8-14.3]; prescription drug fills: 27.8 [95% CI, 25.7-29.9] vs 10.6 [95% CI, 10.5-10.7] or 18.0 [95% CI, 17.6-18.4], respectively). Compared with adults with no functional disabilities, those with moderate and severe disabilities had higher rates of services that could be performed during an appointment, both high value (eg, adjusted differences, blood pressure measurement: 3.4 [95% CI, 2.9-3.9] percentage points and 3.6 [95% CI, 2.9-4.2] percentage points; cholesterol measurement: 3.6 [95% CI, 2.6-4.5] percentage points and 4.7 [95% CI, 3.6-5.7] percentage points, respectively) and low value (eg, adjusted differences, benzodiazepine for depression: 4.5 [95% CI, 2.5-6.4] percentage points and 8.1 [95% CI, 6.3-9.8] percentage points; opioid for back pain: 4.5 [95% CI, 3.5-5.5] percentage points and 6.7 [95% CI, 6.5-6.9] percentage points, respectively). Conversely, those with moderate and severe disabilities used fewer services that typically required a separate appointment, such as high-value cancer screenings (eg, adjusted differences, breast: \u22121.1 [95% CI, \u22121.3 to \u22120.9] percentage points and \u22129.9 [95% CI, \u221212.1 to \u22127.7] percentage points; cervical: \u22123.3 [95% CI, \u22124.9 to \u22121.7] percentage points and \u221217.3 [95% CI, \u221220.3 to \u221214.4] percentage points, respectively) and low-value cancer screenings (eg, adjusted differences, cervical: \u22124.9 [95% CI, \u22127.7 to \u22122.1] percentage points and \u22128.1 [95% CI, \u221212.1 to \u22124.0] percentage points, respectively).<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi250209-10\"><jats:title>Conclusions and Relevance<\/jats:title><jats:p>In this cross-sectional study, adults with functional disabilities used higher rates of health services than adults with no functional disabilities. However, the ease of access to services\u2014independent of clinical value\u2014plays an important role in utilization for those with functional disabilities.<\/jats:p><\/jats:sec>","DOI":"10.1001\/jamanetworkopen.2025.4729","type":"journal-article","created":{"date-parts":[[2025,4,11]],"date-time":"2025-04-11T15:30:41Z","timestamp":1744385441000},"page":"e254729","source":"Crossref","is-referenced-by-count":18,"title":["Health Care Utilization Patterns Among Adults With or Without Functional Disabilities"],"prefix":"10.1001","volume":"8","author":[{"given":"Sungchul","family":"Park","sequence":"first","affiliation":[{"name":"BK21 FOUR R&E Center for Learning Health Systems, Department of Health Policy and Management, College of Health Science, Korea University, Seoul, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jim P.","family":"Stimpson","sequence":"additional","affiliation":[{"name":"Department of Health Economics, Systems, and Policy, Peter O\u2019Donnell Jr School of Public Health, The University of Texas Southwestern Medical Center, Dallas"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"A. Mark","family":"Fendrick","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine, School of Medicine, University of Michigan, Ann Arbor"},{"name":"Department of Health Management and Policy, School of Public Health, University of Michigan, Ann Arbor"},{"name":"Center for Value-Based Insurance Design, University of Michigan, Ann Arbor"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"10","published-online":{"date-parts":[[2025,4,11]]},"reference":[{"issue":"1","key":"zoi250209r2","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/j.amjms.2016.03.004","article-title":"The association between multimorbidity and quality of life, health status and functional disability.","volume":"352","author":"Williams","year":"2016","journal-title":"Am J Med Sci"},{"issue":"suppl 2","key":"zoi250209r3","doi-asserted-by":"publisher","first-page":"S198","DOI":"10.2105\/AJPH.2014.302182","article-title":"Persons with disabilities as an unrecognized health disparity population.","volume":"105","author":"Krahn","year":"2015","journal-title":"Am J Public Health"},{"issue":"6","key":"zoi250209r4","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2024.17300","article-title":"Health care expenses and financial hardship among Medicare beneficiaries with functional disability.","volume":"7","author":"Park","year":"2024","journal-title":"JAMA Netw Open"},{"issue":"9","key":"zoi250209r5","doi-asserted-by":"publisher","first-page":"1532","DOI":"10.1016\/j.apmr.2009.02.020","article-title":"Health care expenditures of living with a disability: total expenditures, out-of-pocket expenses, and burden, 1996 to 2004.","volume":"90","author":"Mitra","year":"2009","journal-title":"Arch Phys Med Rehabil"},{"issue":"9","key":"zoi250209r6","doi-asserted-by":"publisher","first-page":"826","DOI":"10.1097\/MLR.0000000000001371","article-title":"National health care expenditures associated with disability.","volume":"58","author":"Khavjou","year":"2020","journal-title":"Med Care"},{"issue":"9","key":"zoi250209r7","doi-asserted-by":"publisher","first-page":"1196","DOI":"10.1053\/apmr.2002.34811","article-title":"Disability and health care costs in the Medicare population.","volume":"83","author":"Chan","year":"2002","journal-title":"Arch Phys Med Rehabil"},{"issue":"21","key":"zoi250209r8","doi-asserted-by":"publisher","first-page":"2602","DOI":"10.1001\/archinte.161.21.2602","article-title":"Functional disability and health care expenditures for older persons.","volume":"161","author":"Fried","year":"2001","journal-title":"Arch Intern Med"},{"key":"zoi250209r9","doi-asserted-by":"publisher","first-page":"S31","DOI":"10.1093\/geronb\/gbab233","article-title":"Assessing health care use trajectories after the onset of functional disability: application of a group-based trajectory model.","volume":"77","author":"Ankuda","year":"2022","journal-title":"J Gerontol B Psychol Sci Soc Sci"},{"issue":"9","key":"zoi250209r10","doi-asserted-by":"publisher","first-page":"749","DOI":"10.1001\/archinternmed.2010.90","article-title":"Less is more: how less health care can result in better health.","volume":"170","author":"Grady","year":"2010","journal-title":"Arch Intern Med"},{"issue":"15","key":"zoi250209r11","doi-asserted-by":"publisher","first-page":"1501","DOI":"10.1001\/jama.2019.13978","article-title":"Waste in the US health care system: estimated costs and potential for savings.","volume":"322","author":"Shrank","year":"2019","journal-title":"JAMA"},{"issue":"6","key":"zoi250209r12","doi-asserted-by":"publisher","first-page":"1065","DOI":"10.1377\/hlthaff.2016.1416","article-title":"For selected services, Blacks and Hispanics more likely to receive low-value care than Whites.","volume":"36","author":"Schpero","year":"2017","journal-title":"Health Aff (Millwood)"},{"issue":"7","key":"zoi250209r13","doi-asserted-by":"publisher","first-page":"1021","DOI":"10.1377\/hlthaff.2023.00661","article-title":"Use of high- and low-value health care among US adults, by income, 2010-19.","volume":"43","author":"Park","year":"2024","journal-title":"Health Aff (Millwood)"},{"issue":"4","key":"zoi250209r14","doi-asserted-by":"publisher","first-page":"560","DOI":"10.1093\/fampra\/cmad082","article-title":"Use of high- and low-value care among US adults by education levels.","volume":"40","author":"Park","year":"2023","journal-title":"Fam Pract"},{"issue":"2","key":"zoi250209r15","doi-asserted-by":"publisher","DOI":"10.1016\/j.dhjo.2023.101548","article-title":"Unmet need for medical care among Medicare beneficiaries by health insurance literacy and disability.","volume":"17","author":"Park","year":"2024","journal-title":"Disabil Health J"},{"key":"zoi250209r17","doi-asserted-by":"publisher","DOI":"10.1007\/s11606-024-09060-7","article-title":"Effects of Medicare eligibility at age 65 among individuals with and without functional disability.","author":"Park","year":"2024","journal-title":"J Gen Intern Med"},{"issue":"12","key":"zoi250209r20","doi-asserted-by":"publisher","first-page":"1778","DOI":"10.1001\/jamainternmed.2016.6217","article-title":"The quality of outpatient care delivered to adults in the United States, 2002 to 2013.","volume":"176","author":"Levine","year":"2016","journal-title":"JAMA Intern Med"},{"issue":"3","key":"zoi250209r21","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1001\/jamainternmed.2018.6716","article-title":"Quality and experience of outpatient care in the United States for adults with or without primary care.","volume":"179","author":"Levine","year":"2019","journal-title":"JAMA Intern Med"},{"issue":"3","key":"zoi250209r22","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2021.1762","article-title":"Trends in use of low-value care in traditional fee-for-service Medicare and Medicare Advantage.","volume":"4","author":"Park","year":"2021","journal-title":"JAMA Netw Open"},{"issue":"1","key":"zoi250209r23","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1111\/1475-6773.14065","article-title":"Effects of Medicare eligibility and enrollment at age 65?years on the use of high-value and low-value care.","volume":"58","author":"Park","year":"2023","journal-title":"Health Serv Res"},{"issue":"4","key":"zoi250209r24","doi-asserted-by":"publisher","first-page":"279","DOI":"10.7326\/M15-2886","article-title":"Screening for breast cancer: U.S. Preventive Services Task Force recommendation statement.","volume":"164","author":"Siu","year":"2016","journal-title":"Ann Intern Med"},{"issue":"8","key":"zoi250209r29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.15585\/mmwr.rr6908a1","article-title":"Prevention and control of seasonal influenza with vaccines: recommendations of the advisory committee on immunization practices - United States, 2020-21 influenza season.","volume":"69","author":"Grohskopf","year":"2020","journal-title":"MMWR Recomm Rep"},{"issue":"1","key":"zoi250209r30","doi-asserted-by":"publisher","first-page":"3","DOI":"10.2337\/diaclin.34.1.3","article-title":"Standards of medical care in diabetes-2016 abridged for primary care providers.","volume":"34","author":"American Diabetes Association","year":"2016","journal-title":"Clin Diabetes"},{"issue":"18","key":"zoi250209r31","doi-asserted-by":"publisher","first-page":"1914","DOI":"10.1001\/jama.2018.3712","article-title":"Prostate-specific antigen-based screening for prostate cancer: evidence report and systematic review for the US Preventive Services Task Force.","volume":"319","author":"Fenton","year":"2018","journal-title":"JAMA"},{"issue":"6","key":"zoi250209r32","doi-asserted-by":"publisher","first-page":"509","DOI":"10.7326\/0003-4819-134-6-200103200-00019","article-title":"Principles of appropriate antibiotic use for acute pharyngitis in adults: background.","volume":"134","author":"Cooper","year":"2001","journal-title":"Ann Intern Med"},{"issue":"6","key":"zoi250209r33","doi-asserted-by":"publisher","first-page":"425","DOI":"10.7326\/M15-1840","article-title":"Appropriate antibiotic use for acute respiratory tract infection in adults: advice for high-value care from the American College of Physicians and the Centers for Disease Control and Prevention.","volume":"164","author":"Harris","year":"2016","journal-title":"Ann Intern Med"},{"issue":"9662","key":"zoi250209r37","doi-asserted-by":"publisher","first-page":"463","DOI":"10.1016\/S0140-6736(09)60172-0","article-title":"Imaging strategies for low-back pain: systematic review and meta-analysis.","volume":"373","author":"Chou","year":"2009","journal-title":"Lancet"},{"issue":"9","key":"zoi250209r38","doi-asserted-by":"publisher","first-page":"2059","DOI":"10.1007\/s11606-023-08145-z","article-title":"Unmet need for medical care among fee-for-service Medicare beneficiaries with high and low need.","volume":"38","author":"Park","year":"2023","journal-title":"J Gen Intern Med"},{"issue":"7","key":"zoi250209r39","doi-asserted-by":"publisher","first-page":"316","DOI":"10.37765\/ajmc.2024.89580","article-title":"Utilization of low- and high-value health care by individuals with and without cognitive impairment.","volume":"30","author":"Barthold","year":"2024","journal-title":"Am J Manag Care"},{"issue":"6","key":"zoi250209r40","doi-asserted-by":"publisher","first-page":"838","DOI":"10.1001\/jamainternmed.2017.0410","article-title":"Association of primary care practice location and ownership with the provision of low-value care in the United States.","volume":"177","author":"Mafi","year":"2017","journal-title":"JAMA Intern Med"},{"issue":"3","key":"zoi250209r42","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1377\/hlthaff.2018.05015","article-title":"Spillover effects from a consumer-based intervention to increase high-value preventive care.","volume":"38","author":"Cliff","year":"2019","journal-title":"Health Aff (Millwood)"},{"issue":"5","key":"zoi250209r44","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1177\/1077558716656970","article-title":"Interventions aimed at reducing use of low-value health services: a systematic review.","volume":"74","author":"Colla","year":"2017","journal-title":"Med Care Res Rev"},{"issue":"1","key":"zoi250209r45","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1186\/s13012-020-00986-0","article-title":"Understanding the public\u2019s role in reducing low-value care: a scoping review.","volume":"15","author":"Sypes","year":"2020","journal-title":"Implement Sci"},{"issue":"6","key":"zoi250209r46","doi-asserted-by":"publisher","DOI":"10.1093\/jnci\/dju115","article-title":"Impact of patient navigation on timely cancer care: the Patient Navigation Research Program.","volume":"106","author":"Freund","year":"2014","journal-title":"J Natl Cancer Inst"},{"issue":"4","key":"zoi250209r47","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1177\/1044207319835195","article-title":"Care coordination models improve quality of care for adults aging with intellectual and developmental disabilities.","volume":"30","author":"Ruiz","year":"2020","journal-title":"J Disabil Policy Stud"},{"key":"zoi250209r1","unstructured":"Centers for Disease Control and Prevention. Disability impacts all of us. Accessed October 11, 2024.  https:\/\/www.cdc.gov\/ncbddd\/disabilityandhealth\/infographic-disability-impacts-all.html"},{"key":"zoi250209r16","unstructured":"Agency for Healthcare Research and Quality. Medical Expenditure Panel Survey: data overview. Accessed October 11, 2024.  https:\/\/www.meps.ahrq.gov\/mepsweb\/data_stats\/data_overview.jsp"},{"key":"zoi250209r18","unstructured":"Centers for Disease Control and Prevention. Disability datasets: population surveys that include the standard disability questions. Accessed October 11, 2024. https:\/\/www.cdc.gov\/ncbddd\/disabilityandhealth\/datasets.html"},{"key":"zoi250209r19","unstructured":"U.S. Department of Health and Human Services. HHS implementation guidance on data collection standards for race, ethnicity, sex, primary language, and disability status. Accessed October 11, 2024.  https:\/\/www.medicaid.gov\/sites\/default\/files\/2023-12\/arp-sec9817-overview-infographic_0.pdf"},{"key":"zoi250209r25","unstructured":"Vesco? KK, Whitlock? EP, Eder? M, . Screening for Cervical Cancer: A Systematic Evidence Review for the US Preventive Services Task Force\u2014Report No.: 11-05156-EF-1. Agency for Healthcare Research and Quality; 2011. Accessed October 11, 2024. https:\/\/www.ncbi.nlm.nih.gov\/books\/NBK66099\/"},{"key":"zoi250209r26","unstructured":"Whitlock? EP, Lin? J, Liles? E, . Screening for Colorectal Cancer: An Updated Systematic Review\u2014Evidence Syntheses, No. 65.1. Report No.: 08-05-05124-EF-1. Agency for Healthcare Research and Quality; 2008. Accessed October 11, 2024. https:\/\/www.ncbi.nlm.nih.gov\/books\/NBK35179\/"},{"key":"zoi250209r27","unstructured":"Piper? MA, Evans? CV, Burda? BU, . Screening for High Blood Pressure In Adults: A Systematic Evidence Review for the US Preventive Services Task Force. Agency for Healthcare Research and Quality; 2014. Accessed October 11, 2024. https:\/\/www.ncbi.nlm.nih.gov\/books\/NBK35179\/pdf\/Bookshelf_NBK35179.pdf"},{"key":"zoi250209r28","unstructured":"Helfand? M, Carson? S. Screening for Lipid Disorders in Adults: Selective Update of 2001 US Preventive Services Task Force Review. Agency for Healthcare Research and Quality; 2008. Accessed October 11, 2024. https:\/\/www.ncbi.nlm.nih.gov\/books\/NBK33494\/"},{"key":"zoi250209r34","unstructured":"Trangle? M, Gursky? J, Haight? R, . Adult depression in primary care. Institute for Clinical Systems Improvement. Accessed October 11, 2024. https:\/\/www.icsi.org\/guideline\/depression\/"},{"key":"zoi250209r35","unstructured":"American Society of Anesthesiologists. Choosing Wisely: pain medicine. Accessed October 11, 2024. https:\/\/www.choosingwisely.org\/societies\/american-society-of-anesthesiologists-pain-medicine\/"},{"key":"zoi250209r36","unstructured":"American College of Radiology. Choosing Wisely: don\u2019t do imaging for uncomplicated headache. Accessed October 11, 2024. https:\/\/www.aafp.org\/pubs\/afp\/collections\/choosing-wisely\/38.html"},{"key":"zoi250209r41","unstructured":"Weinick? RM, Sessums? LL, Boicourt? RM. Research to Improve the Delivery of Clinical Preventive Services to People With Disabilities. Agency for Healthcare Research and Quality; 2024. Accessed October 11, 2024. https:\/\/www.ahrq.gov\/sites\/default\/files\/wysiwyg\/prevention\/stakeholder-report_0824.pdf"},{"key":"zoi250209r43","unstructured":"Fowler? L, Rawal? P, Fogler? S, Waldersen? B, O\u2019Connell? M, Quinton? J. The CMS Innovation Center\u2019s strategy to support person-centered, value-based specialty care. Centers for Medicare & Medicaid Services. Accessed October 11, 2024. https:\/\/www.cms.gov\/blog\/cms-innovation-centers-strategy-support-person-centered-value-based-specialty-care"},{"key":"zoi250209r48","unstructured":"Centers for Medicare & Medicaid Services. Medicare and Medicaid programs; CY 2024 payment policies under the physician fee schedule and other changes to Part B payment and coverage policies; Medicare Shared Savings Program requirements; Medicare Advantage; Medicare and Medicaid provider and supplier enrollment policies; and basic health program final rule. Accessed October 11, 2024. https:\/\/public-inspection.federalregister.gov\/2023-24184.pdf"}],"container-title":["JAMA Network Open"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/articlepdf\/2832543\/park_2025_oi_250209_1743691924.54691.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,11]],"date-time":"2025-04-11T15:30:49Z","timestamp":1744385449000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2832543"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,11]]},"references-count":48,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2025,4,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamanetworkopen.2025.4729","relation":{},"ISSN":["2574-3805"],"issn-type":[{"value":"2574-3805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,11]]}}}