Sociodemographic Characteristics of Members of a Large, Integrated Health Care System: Comparison with US Census Bureau Data
Open accessAbstract
BACKGROUND: Data from the memberships of large, integrated health care systems can be valuable for clinical, epidemiologic, and health services research, but a potential selection bias may threaten the inference to the population of interest. METHODS: We reviewed administrative records of members of Kaiser Permanente Southern California (KPSC) in 2000 and 2010, and we compared their sociodemographic characteristics with those of the underlying population in the coverage area on the basis of US Census Bureau data. RESULTS: We identified 3,328,579 KPSC members in 2000 and 3,357,959 KPSC members in 2010, representing approximately 16% of the population in the coverage area. The distribution of sex and age of KPSC members appeared to be similar to the census reference population in 2000 and 2010 except with a slightly higher proportion of 40 to 64 year olds. The proportion of Hispanics/Latinos was comparable between KPSC and the census reference population (37.5% vs 38.2%, respectively, in 2000 and 45.2% vs 43.3% in 2010). However, KPSC members included more blacks (14.9% vs 7.0% in 2000 and 10.8% vs 6.5% in 2010). Neighborhood educational levels and neighborhood household incomes were generally similar between KPSC members and the census reference population, but with a marginal underrepresentation of individuals with extremely low income and high education. CONCLUSIONS: The membership of KPSC reflects the socioeconomic diversity of the Southern California census population, suggesting that findings from this setting may provide valid inference for clinical, epidemiologic, and health services research.
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Kaiser Permanente Southern California's racial/ethnic make-up, neighbourhood education and household income are generally similar to the area population.
“Racial/ethnic make- up, neighbourhood education and household income are generally similar to the area population. 17”
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Cites
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
Pickens, C. M., Pierannunzi, C. A., Garvin, W. S., & Town, M. (2018) · MMWR Surveillance Summaries · doi:10.15585/mmwr.ss6709a1 · Cited by 333 · see citing works
The Kaiser Permanente Electronic Health Record: Transforming And Streamlining Modalities Of Care
Chen, C., Garrido, T., Chock, D., Okawa, G., & Liang, L. (2009) · Health Affairs · doi:10.1377/hlthaff.28.2.323 · Cited by 300 · see citing works
Subramanian, S. V., Chen, J. T., Rehkopf, D. H., Waterman, P. D., & Krieger, N. (2006) · American Journal of Epidemiology · doi:10.1093/aje/kwj313 · Cited by 243 · see citing works
Understanding Health Disparities: The Role of Race and Socioeconomic Status in Children’s Health
Chen, E., Martin, A. D., & Matthews, K. A. (2006) · American Journal of Public Health · doi:10.2105/ajph.2004.048124 · Cited by 211 · see citing works
Gestational diabetes: risk of recurrence in subsequent pregnancies
Getahun, D., Fassett, M. J., & Jacobsen, S. J. (2010) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2010.05.032 · Cited by 175 · see citing works
Self-citationLinking Automated Databases for Research in Managed Care Settings
Selby, J. V. (1997) · Annals of Internal Medicine · doi:10.7326/0003-4819-127-8_part_2-199710151-00056 · Cited by 166 · see citing works
Prevalence of Extreme Obesity in a Multiethnic Cohort of Children and Adolescents
Koebnick, C., Smith, N., Coleman, K. J., Getahun, D. T., Reynolds, K., Quinn, V. P., Porter, A. H., Der-Sarkissian, J. K., & Jacobsen, S. J. (2010) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2010.01.025 · Cited by 134 · see citing works
Self-citationLanger-Gould, A. M., Albers, K., Eeden, S. K. V. D., & Nelson, L. M. (2010) · Multiple Sclerosis Journal · doi:10.1177/1352458510369146 · Cited by 132 · see citing works
Self-citationSmith, N., Iyer, R. L., Langer-Gould, A., Getahun, D. T., Strickland, D., Jacobsen, S. J., Chen, W., Derose, S. F., & Koebnick, C. (2010) · BMC Health Services Research · doi:10.1186/1472-6963-10-316 · Cited by 62 · see citing works
Self-citationLimitations and potential uses of census-based data on ethnicity in a diverse community
Chen, W., Petitti, D. B., & Enger, S. (2003) · Annals of Epidemiology · doi:10.1016/j.annepidem.2003.07.002 · Cited by 58 · see citing works
Self-citationWu, J. J., Black, M. H., Smith, N., et al. (2011) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2010.09.005 · Cited by 48 · see citing works
Self-citationSy, L. S., Liu, I. A., Solano, Z., Cheetham, T. C., Lugg, M. M., Greene, S. K., Weintraub, E., & Jacobsen, S. J. (2010) · Vaccine · doi:10.1016/j.vaccine.2010.05.061 · Cited by 29 · see citing works
Self-citationA Review of the Evidence for Disparities in Child vs Adult Health Care: A Disparity in Disparities
Raphael, J. L., & Beal, A. C. (2010) · Journal of the National Medical Association · doi:10.1016/s0027-9684(15)30653-2 · Cited by 21 · see citing works
Carroll, N. M., Ellis, J. L., Luckett, C. F., & Raebel, M. A. (2011) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000151 · Cited by 13 · see citing works
The positive predictive value of a hyperkalemia diagnosis in automated health care data
Raebel, M. A., Smith, M. L., Saylor, G., Wright, L., Cheetham, C., Blanchette, C. M., & Xu, S. (2010) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.2030 · Cited by 9 · see citing works
Quality at Kaiser Permanente: using the population care model.
Beaverson, J. M., & Ryu, J. (2011) · PubMed · Cited by 2 · see citing works
Selby, J. V. (2005) · The Permanente Journal · doi:10.7812/tpp/04-135 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Getahun D, Fassett MJ, Jacobsen SJ. Gesta- tional diabetes: risk of recurrence in subse- quent pregnancies. Am J Obstet Gynecol 2010 Nov;203(5):467.
- Smith N, Iyer RL, Langer-Gould AM, et al. Health plan administrative records versus birth certificate records: quality of race and ethnicity information in children. BMC Health Serv Res 2010 Nov 23;10:316.
- Committee on Comparative Effectiveness Re- search Prioritization. Initial national priorities for comparative effectiveness research. Washing- ton, DC: The National Academies Press, 2009.
Cited by
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Tartof, S. Y., Slezak, J. M., Fischer, H., Hong, V., Ackerson, B. K., Ranasinghe, O. N., Frankland, T. B., Ogun, O. A., Zamparo, J. M., Gray, S., et al. (2021) · The Lancet · doi:10.1016/s0140-6736(21)02183-8 · Cited by 1,167 · see citing works
Sallis, R., Young, D. R., Tartof, S. Y., Sallis, J. F., Sall, J., Li, Q., Smith, G. N., & Cohen, D. A. (2021) · British Journal of Sports Medicine · doi:10.1136/bjsports-2021-104080 · Cited by 789 · see citing works
Marcus, J. L., Chao, C. R., Leyden, W. A., Xu, L., Quesenberry, C. P., Klein, D. B., Towner, W. J., Horberg, M. A., & Silverberg, M. J. (2016) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0000000000001014 · Cited by 439 · see citing works
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Xiang, A. H., Wang, X., Martinez, M. P., Walthall, J. C., Curry, E. S., Page, K., Buchanan, T. A., Coleman, K. J., & Getahun, D. (2015) · JAMA · doi:10.1001/jama.2015.2707 · Cited by 395 · see citing works
Sim, J. J., Bhandari, S. K., Shi, J., Reynolds, K., Calhoun, D. A., Kalantar-Zadeh, K., & Jacobsen, S. J. (2015) · Kidney International · doi:10.1038/ki.2015.142 · Cited by 238 · see citing works
Self-citationBruxvoort, K. J., Sy, L. S., Qian, L., Ackerson, B. K., Luo, Y., Lee, G. S., Tian, Y., Florea, A., Aragones, M., Tubert, J. E., et al. (2021) · BMJ · doi:10.1136/bmj-2021-068848 · Cited by 230 · see citing works
Owen-Smith, A. A., Gerth, J., Sineath, R. C., Barzilay, J., Becerra-Culqui, T. A., Getahun, D., Giammattei, S., Hunkeler, E., Lash, T. L., Millman, A., et al. (2018) · The Journal of Sexual Medicine · doi:10.1016/j.jsxm.2018.01.017 · Cited by 208 · see citing works
Sim, J. J., Bhandari, S. K., Shi, J., Liu, I. L. A., Calhoun, D. A., McGlynn, E. A., Kalantar-Zadeh, K., & Jacobsen, S. J. (2013) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2013.06.017 · Cited by 206 · see citing works
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Colantonio, L. D., Bittner, V., Reynolds, K., Levitan, E. B., Rosenson, R. S., Banach, M., Kent, S. T., Derose, S. F., Zhou, H., Safford, M. M., et al. (2016) · Circulation · doi:10.1161/circulationaha.115.011646 · Cited by 105 · see citing works
Tseng, H. F., Ackerson, B. K., Bruxvoort, K. J., Sy, L. S., Tubert, J. E., Lee, G. S., Ku, J. H., Florea, A., Luo, Y., Qiu, S., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-35815-7 · Cited by 105 · see citing works
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Namba, R. S., Inacio, M. C. S., Pratt, N. L., Graves, S. E., Roughead, E. E., & Paxton, E. W. (2018) · The Journal of Arthroplasty · doi:10.1016/j.arth.2017.09.001 · Cited by 71 · see citing works
Rashid, N., Sharma, P. P., Scott, R. D., Lin, K. J., & Toth, P. P. (2016) · Journal of Clinical Lipidology · doi:10.1016/j.jacl.2016.02.019 · Cited by 66 · see citing works
Trends in Postpartum Depression by Race, Ethnicity, and Prepregnancy Body Mass Index
Khadka, N., Fassett, M. J., Oyelese, Y., Mensah, N. A., Chiu, V. Y., Yeh, M., Peltier, M. R., & Getahun, D. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.46486 · Cited by 63 · see citing works
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Sujan, A. C., Nance, N., Quesenberry, C., Ridout, K., Bhalala, M., & Avalos, L. A. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.04.123 · Cited by 53 · see citing works
Young, D. R., Coleman, K. J., Ngor, E., Reynolds, K., Sidell, M., & Sallis, R. E. (2014) · Preventing Chronic Disease · doi:10.5888/pcd11.140196 · Cited by 46 · see citing works
Tartof, S. Y., Slezak, J. M., Puzniak, L., Hong, V., Frankland, T. B., Xie, F., Ackerson, B. K., Valluri, S. R., Jodar, L., & McLaughlin, J. M. (2023) · The Lancet Respiratory Medicine · doi:10.1016/s2213-2600(22)00354-x · Cited by 36 · see citing works
Ambrosy, A. P., Yang, J., Sung, S. H., Allen, A. R., Fitzpatrick, J. K., Rana, J. S., Wagner, J., Philip, S., Abrahamson, D., Granowitz, C., et al. (2021) · Journal of the American Heart Association · doi:10.1161/jaha.120.020377 · Cited by 32 · see citing works
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Chen, W., Butler, R. K., Zhou, Y., Parker, R. A., Jeon, C. Y., & Wu, B. U. (2020) · Pancreas · doi:10.1097/mpa.0000000000001499 · Cited by 27 · see citing works
Self-citationKawatkar, A. A., Knight, T. K., Moss, R. A., Sikirica, V., Chu, L.-H., Hodgkins, P., Haim Erder, M., & Nichol, M. B. (2014) · Value in Health · doi:10.1016/j.jval.2014.06.002 · Cited by 19 · see citing works
Gupta, N., Yang, J., Reynolds, K., Lenane, J., Garcia, E., Sung, S. H., Harrison, T. N., Solomon, M. D., & Go, A. S. (2022) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2021.11.027 · Cited by 14 · see citing works
- Authors
- Koebnick, C., Langer-Gould, A. M., Gould, M. K., Chao, C. R., Iyer, R. L., Smith, N., Chen, W., & Jacobsen, S. J.
- Affiliations
- Kaiser Permanente (US)
- ORCID
- Venue
- The Permanente Journal
- Publisher
- The Permanente Federation
- Published
- 2012-09
- Volume
- 16
- Issue
- 3
- Pages
- 37-41
- ISSN
- 1552-5767 (ISSN-L)
- 1552-5775
- PMC
- PMC3442759
- OpenAlex
- W1980040599
- Cited by
- 789
- References
- 18
- Citations by year
- 2026: 28 · 2025: 62 · 2024: 63 · 2023: 80 · 2022: 95 · 2021: 94 · 2020: 69 · 2019: 52 · 2018: 56 · 2017: 35 · 2016: 44 · 2015: 44 · 2014: 41 · 2013: 23 · 2012: 1
- FWCI
- 82.62
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Permanente Journal (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Kaiser Permanente
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
- Social Sciences › Health › Health disparities and outcomes
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Keywords
- Kaiser Permanente Southern California, integrated health system, selection bias, sociodemographic factors, Hispanic/Latino populations, racial and ethnic representation, household income, educational attainment, Southern California
- MeSH terms
- Adolescent, Adult, Aged, Black or African American, California, Child, Child, Preschool, Clinical Trials as Topic, Data Collection, Educational Status, Family Characteristics, Female, Health Services Research, Hispanic or Latino, Humans, Income, Infant, Male, Middle Aged, Poverty, Residence Characteristics, Socioeconomic Factors, United States, Patient Selection, Delivery of Health Care, Integrated, Censuses, Black People, Young Adult
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