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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.
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“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]
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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
Penchansky, R., & Thomas, J. W. (1981) · Medical Care · doi:10.1097/00005650-198102000-00001 · Cited by 3,451
Tudor Hart, J. (1971) · The Lancet · doi:10.1016/s0140-6736(71)92410-x · Cited by 3,253
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 2,289
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 1,895
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
Townsend, P. (1987) · Journal of Social Policy · doi:10.1017/s0047279400020341 · Cited by 1,294
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
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
Wang, F., & Luo, W. (2004) · Health & Place · doi:10.1016/j.healthplace.2004.02.003 · Cited by 692
Kilbourn, J. P. (1974) · The Lancet · doi:10.1016/s0140-6736(74)93167-5 · Cited by 588
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 557
NZDep2006 Index of Deprivation
Salmond, C. E., Crampton, P., & Atkinson, J. (2007) · Cited by 427
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
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
Marmot, M. G. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69746-8 · Cited by 284
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
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 211
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
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
United States life tables by Hispanic origin.
Arias, E. (2010) · PubMed · Cited by 127
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
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
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
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
Rae, A. (2009) · Urban Studies · doi:10.1177/0042098009106019 · Cited by 36
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
Flagged first, then by citations
Research works printed but not linked: 4
- Adhikari P., 2008, Research Paper‐Socio‐Economic Indexes for Areas: Introduction, Use and Future Directions
- Noble M., 2008, The English Indices of Multiple Deprivation 2007
- Schofield D., 2008, Equity, Poverty and Access to GP Services in Australia, Proceedings of the International Medical Workforce Conference,, 16
- White P., 2008, Atlas of Socioeconomic Deprivation in New Zealand NZDep2006
Cited by
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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
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
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
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
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
Metadata
- 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
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