Measures of Social Deprivation That Predict Health Care Access and Need within a Rational Area of Primary Care Service Delivery
Open accessAbstract
Objective: To develop a measure of social deprivation that is associated with health care access and health outcomes at a novel geographic level, primary care service area. Data Sources/Study Setting: Secondary analysis of data from the D artmouth A tlas, AMA M asterfile, N ational P rovider I dentifier data, S mall A rea H ealth I nsurance E stimates, A merican C ommunity S urvey, A rea R esource F ile, and B ehavioural R isk F actor S urveillance S ystem. Data were aggregated to p rimary c are s ervice a reas ( PCSAs ). Study Design: Social deprivation variables were selected from literature review and international examples. Factor analysis was used. Correlation and multivariate analyses were conducted between index, health outcomes, and measures of health care access. The derived index was compared with poverty as a predictor of health outcomes. Data Collection/Extraction Methods: Variables not available at the PCSA level were estimated at block level, then aggregated to PCSA level. Principal Findings: Our social deprivation index is positively associated with poor access and poor health outcomes. This pattern holds in multivariate analyses controlling for other measures of access. A multidimensional measure of deprivation is more strongly associated with health outcomes than a measure of poverty alone. Conclusions: This geographic index has utility for identifying areas in need of assistance and is timely for revision of 35‐year‐old provider shortage and geographic underservice designation criteria used to allocate federal resources.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Communities with poor housing, transportation, poverty, and education have higher rates of diabetes.
“communities with poor housing, transportation, poverty, and education have higher rates of diabetes [23-25].”
From An Assessment of How Clinicians and Staff Members Use a Diabetes Artificial Intelligence Prediction Tool: Mixed Methods Study (2023) · cites this paper as [24]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Revisiting the Behavioral Model and Access to Medical Care: Does it Matter?
Andersen, R. M. (1995) · Journal of Health and Social Behavior · doi:10.2307/2137284 · Cited by 9,831 · see citing works
Penchansky, R., & Thomas, J. W. (1981) · Medical Care · doi:10.1097/00005650-198102000-00001 · Cited by 3,451 · see citing works
Tudor Hart, J. (1971) · The Lancet · doi:10.1016/s0140-6736(71)92410-x · Cited by 3,253 · see citing works
Dixon-Woods, M., Cavers, D., Agarwal, S., Annandale, E., Arthur, A., Harvey, J., Hsu, R., Katbamna, S., Olsen, R., Smith, L., et al. (2006) · BMC Medical Research Methodology · doi:10.1186/1471-2288-6-35 · Cited by 2,053 · see citing works
Investigating Neighborhood and Area Effects on Health
Roux, A. V. D. (2001) · American Journal of Public Health · doi:10.2105/ajph.91.11.1783 · Cited by 1,841 · see citing works
Lara, M., Gamboa, C., Kahramanian, M. I., Morales, L. S., & Hayes Bautista, D. E. (2005) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.26.021304.144615 · Cited by 1,513 · see citing works
Townsend, P. (1987) · Journal of Social Policy · doi:10.1017/s0047279400020341 · Cited by 1,294 · see citing works
Disease and disadvantage in the United States and in England
Banks, J., Marmot, M., Oldfield, Z., & Smith, J. P. (2006) · JAMA · doi:10.1001/jama.295.17.2037 · Cited by 807 · see citing works
Krieger, N., Chen, J. T., Waterman, P. D., Rehkopf, D. H., & Subramanian, S. V. (2003) · American Journal of Public Health · doi:10.2105/ajph.93.10.1655 · Cited by 711 · see citing works
Wang, F., & Luo, W. (2004) · Health & Place · doi:10.1016/j.healthplace.2004.02.003 · Cited by 666 · see citing works
Kilbourn, J. P. (1974) · The Lancet · doi:10.1016/s0140-6736(74)93167-5 · Cited by 588 · see citing works
Krieger, N., Chen, J. T., Waterman, P. D., Rehkopf, D. H., & Subramanian, S. V. (2005) · American Journal of Public Health · doi:10.2105/ajph.2003.032482 · Cited by 547 · see citing works
NZDep2006 Index of Deprivation
Salmond, C. E., Crampton, P., & Atkinson, J. (2007) · Cited by 427 · see citing works
Schoen, C., Osborn, R., Doty, M. M., Squires, D. A., Peugh, J., & Applebaum, S. (2009) · Health Affairs · doi:10.1377/hlthaff.28.6.w1171 · Cited by 358 · see citing works
Deprivation indices: their interpretation and use in relation to health.
Carstairs, V. (1995) · Journal of Epidemiology & Community Health · doi:10.1136/jech.49.suppl_2.s3 · Cited by 318 · see citing works
Marmot, M. G. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69746-8 · Cited by 273 · see citing works
Access to Health Care and Community Social Capital
HENDRYX, M. S., Ahern, M. M., Lovrich, N. P., & McCurdy, A. H. (2002) · Health Services Research · doi:10.1111/1475-6773.00111 · Cited by 232 · see citing works
Bird, C. E., Seeman, T. E., Escarce, J. J., Basurto‐Dávila, R., Finch, B. K., Dubowitz, T., Heron, M. P., Hale, L. E., Merkin, S. S., Weden, M. M., et al. (2009) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2008.084814 · Cited by 210 · see citing works
Primary Care Service Areas: A New Tool for the Evaluation of Primary Care Services
Goodman, D. C., Mick, S. S. F., Bott, D. M., Stukel, T. A., Chang, C., Marth, N., Poage, J., & Carretta, H. J. (2003) · Health Services Research · doi:10.1111/1475-6773.00116 · Cited by 190 · see citing works
The index of rural access: an innovative integrated approach for measuring primary care access
McGrail, M. R., & Humphreys, J. S. (2009) · BMC Health Services Research · doi:10.1186/1472-6963-9-124 · Cited by 172 · see citing works
United States life tables by Hispanic origin.
Arias, E. (2010) · PubMed · Cited by 127 · see citing works
US-based indices of area-level deprivation: Results from HealthCare for Communities
Eibner, C., & Sturm, R. (2005) · Social Science & Medicine · doi:10.1016/j.socscimed.2005.06.017 · Cited by 98 · see citing works
Measuring the need for primary health care: an index of relative disadvantage
Field, K. (2000) · Applied Geography · doi:10.1016/s0143-6228(00)00015-1 · Cited by 76 · see citing works
Designating Places and Populations as Medically Underserved: A Proposal for a New Approach
Ricketts, T. C., Goldsmith, L. J., Holmes, M., Randy, M. R. P. R., Lee, R. E., Jr., Taylor, D. H., & Ostermann, J. (2007) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2007.0065 · Cited by 64 · see citing works
Castro, F. G., Marsiglia, F. F., Kulis, S., & Kellison, J. G. (2010) · American Journal of Public Health · doi:10.2105/ajph.2009.167999 · Cited by 53 · see citing works
Rae, A. (2009) · Urban Studies · doi:10.1177/0042098009106019 · Cited by 36 · see citing works
Bootstrap Tests Based on Goodness-of-Fit Measures for Nonnested Hypotheses in Regression ModelsPreprint
Jeong, J. (2006) · RePEc: Research Papers in Economics · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 6
- Adhikari P. Research Paper-Socio-Economic Indexes for Areas: Introduction, Use and Future Directions. Canberra: Australian Bureau of Statistics; 2008. [Google Scholar]
- Goodman D, Fisher E, Bronner K. Lebanon: The Dartmouth Institute; 2009. “Hospital and Physician Capacity Update: A Brief Report from the Dartmouth Atlas of Health Care”. March. [PubMed] [Google Scholar]
- Noble M, McLennan D, Wilkinson D, Whitworth A, Barnes H. The English Indices of Multiple Deprivation 2007. Oxford, England: University of Oxford, Social Disadvantage Research Centre; 2008. [Google Scholar]
- Schofield D, McRae I, Shrestha R. Proceedings of the International Medical Workforce Conference, Scotland: Edinburgh; 2008. “Equity, Poverty and Access to GP Services in Australia”; pp. 16–20. September. [Google Scholar]
- Townsend P. “Deprivation”. Journal of Social Policy. 1987;16:125–46. [Google Scholar]
- White P, Gunston J, Salmond C, Atkinson J, Crampton P. Atlas of Socioeconomic Deprivation in New Zealand NZDep2006. Wellington, New Zealand: Ministry of Health; 2008. [Google Scholar]
Cited by
Sorted by citations
Alcaraz, K. I., Wiedt, T. L., Daniels, E. C., Yabroff, K. R., Guerra, C. E., & Wender, R. C. (2020) · CA: A Cancer Journal for Clinicians · doi:10.3322/caac.21586 · Cited by 530 · see citing works
White-Williams, C., Rossi, L. P., Bittner, V. A., Driscoll, A., Durant, R. W., Granger, B. B., Graven, L. J., Kitko, L., Newlin, K., Shirey, M., et al. (2020) · Circulation · doi:10.1161/cir.0000000000000767 · Cited by 349 · see citing works
Knighton, A. J., Savitz, L. A., Belnap, T., Stephenson, B., & VanDerslice, J. A. (2016) · eGEMs (Generating Evidence & Methods to improve patient outcomes) · doi:10.13063/2327-9214.1238 · Cited by 322 · see citing works
Urban Air Pollution May Enhance COVID-19 Case-Fatality and Mortality Rates in the United States
Liang, D., Shi, L., Zhao, J., Liu, P., Sarnat, J. A., Gao, S., Schwartz, J. D., Liu, Y., Ebelt, S., Scovronick, N., et al. (2020) · The Innovation · doi:10.1016/j.xinn.2020.100047 · Cited by 284 · see citing works
Bundy, J. D., Mills, K. T., He, H., LaVeist, T. A., Ferdinand, K. C., Chen, J., & He, J. (2023) · The Lancet Public Health · doi:10.1016/s2468-2667(23)00081-6 · Cited by 260 · see citing works
Impact of multiple social determinants of health on incident stroke
Reshetnyak, E., Ntamatungiro, M., Pinheiro, L. C., Howard, V. J., Carson, A. P., Martin, K. D., & Safford, M. M. (2020) · Stroke · doi:10.1161/strokeaha.120.028530 · Cited by 214 · see citing works
Bazemore, A., Cottrell, E., Gold, R. B., Hughes, L. S., Phillips, R. L., Angier, H. E., Burdick, T. E., Carrozza, M. A., & DeVoe, J. E. (2015) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv088 · Cited by 202 · see citing works
Self-citationClinician Experiences with Screening for Social Needs in Primary Care
Tong, S. T., Liaw, W. R., Kashiri, P. L., Pecsok, J., Rozman, J., Bazemore, A. W., & Krist, A. H. (2018) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2018.03.170419 · Cited by 173 · see citing works
Self-citationUse Of Area-Based Socioeconomic Deprivation Indices: A Scoping Review And Qualitative Analysis
Trinidad, S. M., Brokamp, C., Huertas, A. M., Beck, A. F., Riley, C. L., Rasnick, E., Falcone, R. A., & Kotagal, M. (2022) · Health Affairs · doi:10.1377/hlthaff.2022.00482 · Cited by 162 · see citing works
Exeter, D. J., Zhao, J., Crengle, S. M., Lee, A. C.-L., & Browne, M. (2017) · PLoS ONE · doi:10.1371/journal.pone.0181260 · Cited by 159 · see citing works
Unger, J. M., Moseley, A. B., Cheung, C. K., Osarogiagbon, R. U., Symington, B. E., Ramsey, S. D., & Hershman, D. L. (2021) · Journal of Clinical Oncology · doi:10.1200/jco.20.02602 · Cited by 158 · see citing works
Kiely, B. T., Croke, A., O'Shea, M., Boland, F., O’Shea, E., Connolly, D., & Smith, S. M. (2022) · BMJ Open · doi:10.1136/bmjopen-2022-062951 · Cited by 138 · see citing works
Lamprea-Montealegre, J. A., Madden, E., Tummalapalli, S. L., Peralta, C., Neilands, T. B., Garcia, P. K., Muiru, A., Karliner, L., Shlipak, M. G., & Estrella, M. M. (2022) · JAMA · doi:10.1001/jama.2022.13885 · Cited by 129 · see citing works
Spatial access disparities to primary health care in rural and remote Australia
McGrail, M. R., & Humphreys, J. S. (2015) · Geospatial health · doi:10.4081/gh.2015.358 · Cited by 129 · see citing works
Cottrell, E. K., Hendricks, M., Dambrun, K., Cowburn, S., Pantell, M., Gold, R., & Gottlieb, L. M. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.16852 · Cited by 126 · see citing works
Growth In Medicare Advantage Greatest Among Black And Hispanic Enrollees
Meyers, D. J., Mor, V., Rahman, M., & Trivedi, A. N. (2021) · Health Affairs · doi:10.1377/hlthaff.2021.00118 · Cited by 122 · see citing works
Safford, M. M., Reshetnyak, E., Sterling, M. R., Richman, J., Muntner, P., Durant, R. W., Booth, J. N., & Pinheiro, L. C. (2020) · Circulation · doi:10.1161/circulationaha.120.048026 · Cited by 114 · see citing works
Creating small-area deprivation indices: a guide for stages and options
Allik, M., Leyland, A. H., Ichihara, M. Y., & Dundas, R. (2019) · Journal of Epidemiology & Community Health · doi:10.1136/jech-2019-213255 · Cited by 112 · see citing works
How Other Countries Use Deprivation Indices-And Why The United States Desperately Needs One.
Phillips, R., Liaw, W., Crampton, P., Exeter, D., Bazemore, A., Vickery, K., Petterson, S., & Carrozza, M. A. (2016) · Health Affairs · doi:10.1377/hlthaff.2016.0709 · Cited by 95 · see citing works
Self-citationLevine, D. M., Landon, B. E., & Linder, J. A. (2019) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2018.6716 · Cited by 107 · see citing works
Nong, P., Adler-Milstein, J., Apathy, N. C., Holmgren, A. J., & Everson, J. (2025) · Health Affairs · doi:10.1377/hlthaff.2024.00842 · Cited by 104 · see citing works
Rahman, M., White, E. M., Thomas, K. S., & Jutkowitz, E. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.22111 · Cited by 98 · see citing works
Donaldson, J. W., McKeever, T. M., Hall, I. P., Hubbard, R., & Fogarty, A. (2013) · Thorax · doi:10.1136/thoraxjnl-2013-203720 · Cited by 98 · see citing works
Shultz, C. J., Rahtz, D. R., & Sirgy, M. J. (2016) · International handbooks of quality-of-life · doi:10.1007/978-94-024-0878-2_21 · Cited by 92 · see citing works
Enzinger, A., Ghosh, K., Keating, N., Cutler, D. M., Clark, C., Florez, N., Landrum, M., & Wright, A. (2023) · Journal of Clinical Oncology · doi:10.1200/jco.22.01413 · Cited by 51 · see citing works
Socioeconomic aspects of incretin-based therapy
Karagiannis, T., Bekiari, E., & Tsapas, A. (2023) · Diabetologia · doi:10.1007/s00125-023-05962-z · Cited by 91 · see citing works
Hatef, E., Ma, X., Rouhizadeh, M., Singh, G., Weiner, J. P., & Kharrazi, H. (2021) · Population Health Management · doi:10.1089/pop.2020.0043 · Cited by 88 · see citing works
Patel, S. A., Krasnow, M. R., Long, K., Shirey, T. E., Dickert, N. W., & Morris, A. A. (2020) · Circulation Heart Failure · doi:10.1161/circheartfailure.120.007947 · Cited by 83 · see citing works
Air pollution and the pandemic: Long‐term PM2.5 exposure and disease severity in COVID ‐19 patients
Mendy, A., Wu, X., Keller, J. L., Fassler, C. S., Apewokin, S. K., Baye, T. M., Xie, C., & Pinney, S. M. (2021) · Respirology · doi:10.1111/resp.14140 · Cited by 68 · see citing works
Out Of Reach: Inequities In The Use Of High-Quality Home Health Agencies
Fashaw‐Walters, S. A., Rahman, M., Gee, G. C., Mor, V., White, M. J., & Thomas, K. S. (2022) · Health Affairs · doi:10.1377/hlthaff.2021.01408 · Cited by 66 · see citing works
Li, Y., Wang, H., & Luo, Y. (2022) · Circulation Heart Failure · doi:10.1161/circheartfailure.122.009473 · Cited by 66 · see citing works
Impact of Social Determinants of Health on Hypertension Outcomes: A Systematic Review
Metlock, F., Hinneh, T. K., Benjasirisan, C., Alharthi, A., Ogungbe, O., Turkson‐Ocran, R., Himmelfarb, C. D., & Commodore-Mensah, Y. Y. (2024) · Hypertension · doi:10.1161/hypertensionaha.123.22571 · Cited by 63 · see citing works
A scoping review of fair machine learning techniques when using real-world data
Huang, Y., Guo, J., Chen, W.-H., Lin, H.-Y., Tang, H., Wang, F., Xu, H., & Bian, J. (2024) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2024.104622 · Cited by 61 · see citing works
Opportunistic detection of type 2 diabetes using deep learning from frontal chest radiographs
Pyrros, A. T., Borstelmann, S. M., Mantravadi, R., Zaiman, Z., Thomas, K., Price, B., Greenstein, E., Siddiqui, N., Willis, M., Shulhan, I., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-39631-x · Cited by 60 · see citing works
Systematic review of neighborhood socioeconomic indices studied across the cancer control continuum
Sorice, K. A., Fang, C. Y., Wiese, D., Ortiz, A. G., Chen, Y., Henry, K., & Lynch, S. M. (2022) · Cancer Medicine · doi:10.1002/cam4.4601 · Cited by 59 · see citing works
García-Gil, M., Elorza, J. M., Banqué, M., Comas‐Cufí, M., Blanch, J., Ramos, R., Méndez-Boo, L., Hermosilla, E., Bolíbar, B., & Prieto‐Alhambra, D. (2014) · PLoS ONE · doi:10.1371/journal.pone.0109706 · Cited by 59 · see citing works
Developing a new small-area measure of deprivation using 2001 and 2011 census data from Scotland
Allik, M., Brown, D. S., Dundas, R., & Leyland, A. H. (2016) · Health & Place · doi:10.1016/j.healthplace.2016.03.006 · Cited by 58 · see citing works
Schraw, J. M., Peckham‐Gregory, E. C., Rabin, K. R., Scheurer, M. E., Lupo, P. J., & Oluyomi, A. O. (2020) · Pediatric Blood & Cancer · doi:10.1002/pbc.28525 · Cited by 54 · see citing works
The Impact of the Social Determinants of Health on Disparities in Inflammatory Bowel Disease
Anyane‐Yeboa, A., Quezada, S. M., Rubin, D. T., & Balzora, S. (2022) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2022.03.011 · Cited by 53 · see citing works
Measuring disadvantage: A systematic comparison of United States small-area disadvantage indices
Lou, S., Giorgi, S., Liu, T., Eichstaedt, J. C., & Curtis, B. L. (2023) · Health & Place · doi:10.1016/j.healthplace.2023.102997 · Cited by 52 · see citing works
Trends and projections of the global burden of thyroid cancer from 1990 to 2030
Hu, S., Wu, X., & Jiang, H. (2024) · Journal of Global Health · doi:10.7189/jogh.14.04084 · Cited by 52 · see citing works
Asthma and Food Allergy Management in Chicago Public Schools
Gupta, R. S., Rivkina, V., Cardenas, L. D., Smith, B., Harvey‐Gintoft, B., & Whyte, S. A. (2014) · PEDIATRICS · doi:10.1542/peds.2014-0402 · Cited by 52 · see citing works
Living in “Cold Spot” Communities Is Associated with Poor Health and Health Quality
Liaw, W., Krist, A., Tong, S. T., Sabo, R., Hochheimer, C. J., Rankin, J. L., Grolling, D., Grandmont, J., & Bazemore, A. (2018) · Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2018.03.170421 · Cited by 51 · see citing works
Self-citationCASCINO, T. M., Somanchi, S., Colvin, M. M., Chung, G. S., Brescia, A. A., Pienta, M., Thompson, M. P., Stewart, J. W., Sukul, D., Watkins, D. C., et al. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.23080 · Cited by 51 · see citing works
Assessing Area-Level Deprivation as a Proxy for Individual-Level Social Risks
Brown, E. M., Franklin, S. M., Ryan, J. L., Canterberry, M., Bowe, A., Pantell, M. S., Cottrell, E. K., & Gottlieb, L. M. (2023) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2023.06.006 · Cited by 51 · see citing works
Community Vital Signs: Taking the Pulse of the Community While Caring for Patients
Hughes, L. S., Phillips, R. L., DeVoe, J. E., & Bazemore, A. (2016) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2016.03.150172 · Cited by 50 · see citing works
Self-citationLamprea-Montealegre, J. A., Madden, E., Tummalapalli, S. L., Chu, C. D., Peralta, C. A., Du, Y., Singh, R., Kong, S. X., Tuot, D. S., Shlipak, M. G., et al. (2022) · Diabetes Care · doi:10.2337/dc22-0614 · Cited by 50 · see citing works
Un índice de privación para reformar el modelo de financiación de la atención primaria en Cataluña
Colls, C., Mías, M., & García‐Altés, A. (2018) · Gaceta Sanitaria · doi:10.1016/j.gaceta.2018.07.015 · Cited by 48 · see citing works
Socioeconomic Factors and Pediatric Injury
Trinidad, S. M., & Kotagal, M. (2023) · Current Trauma Reports · doi:10.1007/s40719-023-00251-x · Cited by 47 · see citing works
Sumarsono, A., Case, M., Kassa, S., & Moran, B. (2023) · Journal of Urban Health · doi:10.1007/s11524-023-00721-2 · Cited by 49 · see citing works
USPSTF Colorectal Cancer Screening Recommendation and Uptake for Individuals Aged 45 to 49 Years
Siddique, S., Wang, R., Yasin, F., Gaddy, J. J., Zhang, L., Gross, C. P., & Ma, X. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.36358 · Cited by 47 · see citing works
Mullins, M. A., Bynum, J., Judd, S. E., & Clarke, P. J. (2021) · BMC Geriatrics · doi:10.1186/s12877-021-02545-8 · Cited by 50 · see citing works
Kwak, S., Usyk, M., Beggs, D. B., Choi, H., Ahdoot, D., Wu, F. C., Maceda, L., Li, H., Im, E.-O., Han, H.-R., et al. (2024) · npj Biofilms and Microbiomes · doi:10.1038/s41522-024-00491-y · Cited by 51 · see citing works
Bevan, G. H., Freedman, D. A., Lee, E. K., Rajagopalan, S., & Al-Kindi, S. G. (2021) · American Heart Journal · doi:10.1016/j.ahj.2021.02.005 · Cited by 47 · see citing works
Okoye, S. M., Mulcahy, J., Fabius, C. D., Burgdorf, J. G., & Wolff, J. L. (2021) · Journal of Medical Internet Research · doi:10.2196/26242 · Cited by 46 · see citing works
Association of Neighborhood Deprivation Index With Success in Cancer Care Crowdfunding
Silver, E. R., Truong, H., Ostvar, S., Hur, C., & Tatonetti, N. P. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.26946 · Cited by 45 · see citing works
Mohamed, K., Ghabril, M., Desai, A. P., Orman, E. S., Patidar, K. R., Holden, J., Rawl, S. M., Chalasani, N., Kubal, C. A., & Nephew, L. D. (2022) · Liver Transplantation · doi:10.1002/lt.26473 · Cited by 46 · see citing works
Assessing COVID-19 risk, vulnerability and infection prevalence in communities
Kiaghadi, A., Rifai, H. S., & Liaw, W. R. (2020) · PLoS ONE · doi:10.1371/journal.pone.0241166 · Cited by 43 · see citing works
High-Minority Nursing Homes Disproportionately Affected by COVID-19 Deaths
Weech-Maldonado, R. J., Lord, J. C., Davlyatov, G. K., Ghiasi, A., & Orewa, G. N. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2021.606364 · Cited by 43 · see citing works
Socioeconomic Deprivation and Premature Cardiovascular Mortality in the United States
Bevan, G. H., Nasir, K., Rajagopalan, S., & Al-Kindi, S. G. (2022) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2022.01.018 · Cited by 43 · see citing works
Yannatos, I., Stites, S. D., Brown, R. T., & McMillan, C. T. (2023) · PLoS ONE · doi:10.1371/journal.pone.0287112 · Cited by 41 · see citing works
Bensken, W. P., McGrath, R., Gold, R. B., & Cottrell, E. (2023) · Journal of Clinical and Translational Science · doi:10.1017/cts.2023.680 · Cited by 41 · see citing works
Deprivation, Healthcare Accessibility and Satisfaction: Geographical Context and Scale Implications
Cabrera-Barona, P., Blaschke, T., & Gaona, G. (2017) · Applied spatial analysis and policy · doi:10.1007/s12061-017-9221-y · Cited by 48 · see citing works
Predictors of falls in older adults with and without dementia
Okoye, S. M., Fabius, C. D., Reider, L. M., & Wolff, J. L. (2023) · Alzheimer s & Dementia · doi:10.1002/alz.12916 · Cited by 41 · see citing works
Lin, J., Ma, Q., Ju, Y., Zhang, H., Wang, Q., & Huang, B. (2022) · Urban forestry & urban greening · doi:10.1016/j.ufug.2022.127725 · Cited by 40 · see citing works
Socioeconomic Disparities in the Utilization of Total Hip Arthroplasty
Hartnett, D. A., Brodeur, P. G., Kosinski, L. R., Cruz, A. I., Gil, J. A., & Cohen, E. M. (2021) · The Journal of Arthroplasty · doi:10.1016/j.arth.2021.10.021 · Cited by 40 · see citing works
Racial/Ethnic Disparities in Childhood Cancer Survival in the United States
Zhao, J., Han, X., Zheng, Z., Nogueira, L., Lu, A. D., Nathan, P. C., & Yabroff, K. R. (2021) · Cancer Epidemiology Biomarkers & Prevention · doi:10.1158/1055-9965.epi-21-0117 · Cited by 40 · see citing works
Geographic Variation in Access to Cardiac Rehabilitation
Duncan, M. S., Robbins, N. N., Wernke, S. A., Greevy, R. A., Jackson, S. L., Beatty, A. L., Thomas, R. J., Whooley, M. A., Freiberg, M. S., & Bachmann, J. M. (2023) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2023.01.016 · Cited by 37 · see citing works
Socioeconomic Disparities in Community Mobility Reduction and COVID-19 Growth
Ossimetha, A., Ossimetha, A., Kosar, C. M., & Rahman, M. (2020) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2020.10.019 · Cited by 38 · see citing works
Association between Temporal Changes in Primary Care Workforce and Patient Outcomes
Chang, C., O’Malley, A. J., & Goodman, D. C. (2016) · Health Services Research · doi:10.1111/1475-6773.12513 · Cited by 37 · see citing works
Team Configurations, Efficiency, and Family Physician Burnout
Dai, M., Willard‐Grace, R., Knox, M. J., Larson, S. A., Magill, M. K., Grumbach, K., & Peterson, L. E. (2020) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2020.03.190336 · Cited by 37 · see citing works
Power, control, communities and health inequalities III: participatory spaces—an English case
Powell, K., Barnes, A., de Cuevas, R. A., Bambra, C. L., Halliday, E. C., Lewis, S., McGill, R., Orton, L., Ponsford, R., Salway, S., et al. (2020) · Health Promotion International · doi:10.1093/heapro/daaa059 · Cited by 37 · see citing works
Zhang, Y., Khullar, D., Wang, F., Steel, P. A. D., Wu, Y., Orlander, D., Weiner, M. G., & Kaushal, R. (2021) · PLoS ONE · doi:10.1371/journal.pone.0255171 · Cited by 37 · see citing works
Sawadogo, W., Adera, T., Alattar, M., Perera, R. A., & Burch, J. B. (2023) · Neurology · doi:10.1212/wnl.0000000000207449 · Cited by 37 · see citing works
Song, C., Fang, L., Xie, M., Tang, Z., Zhang, Y., Fan, T., Wang, X., Lin, X., Liu, Q., Xu, S., et al. (2024) · BMC Public Health · doi:10.1186/s12889-024-17950-y · Cited by 36 · see citing works
Soria, J., & Stathopoulos, A. (2021) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2021.103148 · Cited by 36 · see citing works
Anderson, A. C., Mills, C. W., Willits, J., Lisk, C., Maksut, J. L., Khau, M., & Scholle, S. H. (2022) · Journal of General Internal Medicine · doi:10.1007/s11606-022-07488-3 · Cited by 37 · see citing works
Cromer, S. J., Lauffenburger, J. C., Levin, R., & Patorno, E. (2023) · Diabetes Care · doi:10.2337/dc22-0383 · Cited by 36 · see citing works
Nephew, L. D., Gupta, D., Carter, A., Desai, A. P., Ghabril, M., Patidar, K. R., Orman, E. S., Dziarski, A., & Chalasani, N. (2023) · Hepatology Communications · doi:10.1097/hc9.0000000000000058 · Cited by 35 · see citing works
Measuring small-area level deprivation in Belgium: The Belgian Index of Multiple Deprivation
Otavova, M., Masquelier, B., Faes, C., den Borre, L. V., Bouland, C., Clercq, E. M. D., Vandeninden, B., Bleser, A. D., & Devleesschauwer, B. (2023) · Spatial and Spatio-temporal Epidemiology · doi:10.1016/j.sste.2023.100587 · Cited by 35 · see citing works
Brodeur, P. G., Patel, D. D., Licht, A. H., Loftus, D. H., Cruz, A. I., & Gil, J. A. (2021) · Plastic & Reconstructive Surgery Global Open · doi:10.1097/gox.0000000000003959 · Cited by 35 · see citing works
Adjei‐Fremah, S., Lara, N., Anwar, A., Garcia, D. C., Hemaktiathar, S., Ifebirinachi, C. B., Anwar, M. M., Lin, F., & Samuel, R. E. (2022) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-022-01238-1 · Cited by 35 · see citing works
Furegato, M., CHEN, Y., Mohammed, H. P., Mercer, C. H., Savage, E. J., & Hughes, G. (2016) · Epidemiology and Infection · doi:10.1017/s0950268816001679 · Cited by 34 · see citing works
Oluyomi, A. O., Gunter, S. M., Leining, L. M., Murray, K. O., & Amos, C. I. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18041495 · Cited by 33 · see citing works
Babulal, G. M., Zhu, Y., Roe, C. M., Hudson, D., Williams, M., Murphy, S. A., Doherty, J. M., Johnson, A. M., & Trani, J. (2022) · Alzheimer s & Dementia · doi:10.1002/alz.12631 · Cited by 32 · see citing works
Trinidad, S. M., Brokamp, C., Sahay, R. D., Moody, S. M., Gardner, D., Parsons, A. A., Riley, C. L., Sofer, N., Beck, A. F., Falcone, R. A., et al. (2022) · Journal of Pediatric Surgery · doi:10.1016/j.jpedsurg.2022.05.023 · Cited by 33 · see citing works
Madlock‐Brown, C., Wilkens, K., Weiskopf, N. G., Cesare, N., Bhattacharyya, S., Riches, N. O., Espinoza, J., Dorr, D. A., Goetz, K., Phuong, J., et al. (2022) · BMC Public Health · doi:10.1186/s12889-022-13168-y · Cited by 32 · see citing works
Fede, A. L., Stewart, J. E., Hardin, J. W., & Mayfield-Smith, K. (2016) · International Journal for Equity in Health · doi:10.1186/s12939-016-0378-9 · Cited by 32 · see citing works
Zhang, G. Q., Canner, J. K., Kayssi, A., Abularrage, C. J., & Hicks, C. W. (2021) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2021.03.033 · Cited by 31 · see citing works
de Havenon, A., Zhou, L. W., Johnston, K. C., Dangayach, N. S., Ney, J. P., Yaghi, S. R., Sharma, R., Abbasi, M., Delic, A., Majersik, J. J., et al. (2023) · Neurology · doi:10.1212/wnl.0000000000207446 · Cited by 30 · see citing works
Rask‐Andersen, M., Karlsson, T., Ek, W. E., & Johansson, Å. (2021) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2020.20040462 · Cited by 29 · see citing works
Brown, S. H., Griffith, M. L., Kripalani, S. B., & Horst, S. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.23571 · Cited by 30 · see citing works
Zupa, M. F., Vimalananda, V. G., Rothenberger, S. D., Lin, J. Y., Ng, J. M., McCoy, R. G., & Rosland, A.-M. (2023) · JAMA Network Open · doi:10.1001/jamanetworkopen.2023.46305 · Cited by 27 · see citing works
Alkabbani, W., CROMER, S. J., Kim, D. H., Paik, J. M., Bykov, K., Munshi, M. N., Wexler, D. J., & Patorno, E. (2025) · Diabetes Care · doi:10.2337/dca25-0006 · Cited by 28 · see citing works
Mock, J., Meyer, C. L., Mau, L., Nguyen, C., Arora, P. C., Heron, C. E., Balkrishnan, R., Burns, L. J., Devine, S. M., & Ballen, K. K. (2021) · Transplantation and Cellular Therapy · doi:10.1016/j.jtct.2021.06.030 · Cited by 28 · see citing works
Kovach, K. A., Reid, K., Grandmont, J., Jones, D. D., Wood, J. K., & Schoof, B. K. (2019) · Health Equity · doi:10.1089/heq.2019.0022 · Cited by 28 · see citing works
Association Between Social Determinants of Health and Traumatic Brain Injury: A Scoping Review
Taylor, S., Brayan, K., Storch, B. M., Suh, Y., Walsh, S., Avrith, N., Wyler, B., Cropano, C. M., & Dams-O’Connor, K. (2024) · Journal of Neurotrauma · doi:10.1089/neu.2023.0517 · Cited by 27 · see citing works
Classification of Deprivation Indices That Applied to Detect Health Inequality: A Scoping Review
Zelenina, A. A., Shalnova, S. A., Maksimov, S. A., & Drapkina, O. M. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191610063 · Cited by 28 · see citing works
Babatunde, O. A., Zahnd, W. E., Eberth, J. M., Lawson, A. B., Adams, S. A., Boakye, E. A., Jefferson, M. S., Allen, C. G., Pearce, J. L., Li, H., et al. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182211824 · Cited by 26 · see citing works
The Impact of Social and Clinical Complexity on Diabetes Control Measures
Cottrell, E., O'Malley, J. P., Dambrun, K., Park, B., Hendricks, M. A., Xu, H., Charlson, M. E., Bazemore, A., Shenkman, E. A., Sears, A., et al. (2020) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2020.04.190367 · Cited by 26 · see citing works
Self-citation
- Authors
- Butler, D. C., Petterson, S., Phillips, R. L., & Bazemore, A. W.
- Affiliations
- Australian National University (AU)
- American Academy of Family Physicians (US)
- Corresponding author
- Butler, Danielle C.
- Venue
- Health Services Research
- Publisher
- Wiley
- Published
- 2012-07-20
- Volume
- 48
- Issue
- 2pt1
- Pages
- 539-559
- ISSN
- 0017-9124 (ISSN-L)
- 1475-6773
- PMC
- PMC3626349
- OpenAlex
- W2077385536
- Cited by
- 689
- References
- 27
- Citations by year
- 2026: 91 · 2025: 142 · 2024: 124 · 2023: 107 · 2022: 84 · 2021: 50 · 2020: 29 · 2019: 16 · 2018: 13 · 2017: 3 · 2016: 14 · 2015: 6 · 2014: 5 · 2013: 5
- FWCI
- 5.86
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Health Services Research (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- ANU Open Research (Australian National University) (submittedVersion)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Health › Public Health and Social Inequalities
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
- Keywords
- social deprivation, social deprivation index, health care access, health outcomes, geographic variation in health care, poverty, healthcare resource allocation
- MeSH terms
- Diabetes Mellitus, Health Services Accessibility, Humans, Infant Mortality, Infant, Low Birth Weight, Infant, Newborn, Mortality, Primary Health Care, Socioeconomic Factors, Needs Assessment, Vulnerable Populations
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review