IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0314381.html
   My bibliography  Save this article

Reporting a regular medical doctor index: A new measure of patient-physician affiliation for health administrative data

Author

Listed:
  • Caroline King
  • M Ruth Lavergne
  • Kimberlyn McGrail
  • Erin C Strumpf
  • on behalf of the Quebec-British Columbia Patient Enrolment Project Team

Abstract

Having a regular medical doctor is associated with better process of care and health outcomes. The goal of this study was to harness the richness in health administrative data to create a measure which accurately predicted whether patients self-identified as having a regular medical doctor. The Canadian Community Health Survey (2007–2012) was linked with health administrative data (HAD) (2002–2012) from Quebec, Canada’s second largest province. The Canadian Community Health Survey includes respondents’ answer to whether they have a regular medical doctor, but health administrative data does not. We therefore used LASSO and Random Forests to build prediction models that predict whether a patient reports having a regular medical doctor using their data only available in the HAD. Our results show that predicting patient responses to ‘do you have a regular medical doctor?’ using an average of single-year Usual Provider Continuity over 3 years results in an area under the receiver operator characteristic curve of 0.782 (0.778–0.787). This was almost a 14% improvement in predictive accuracy compared to the frequently used single-year Usual Provider Continuity (0.688 (0.683–0.694)). We have called this new measure the Reporting a Regular Medical Doctor (RRMD) index. The RRMD index is easy to implement in HAD, is an elegant solution to the difficulties associated with low-users having unstable UPC scores, and brings a patient-oriented perspective to previous efforts to capture patient-physician affiliations in HAD. We recommend that researchers seeking to measure whether patients have a regular medical doctor using HAD consider using the RRMD index.

Suggested Citation

  • Caroline King & M Ruth Lavergne & Kimberlyn McGrail & Erin C Strumpf & on behalf of the Quebec-British Columbia Patient Enrolment Project Team, 2024. "Reporting a regular medical doctor index: A new measure of patient-physician affiliation for health administrative data," PLOS ONE, Public Library of Science, vol. 19(12), pages 1-14, December.
  • Handle: RePEc:plo:pone00:0314381
    DOI: 10.1371/journal.pone.0314381
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0314381
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0314381&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0314381?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. DeVoe, J.E. & Fryer, G.E. & Phillips, R. & Green, L., 2003. "Receipt of Preventive Care among Adults: Insurance Status and Usual Source of Care," American Journal of Public Health, American Public Health Association, vol. 93(5), pages 786-791.
    2. Oluwakemi A. Awe & Udoka Okpalauwaekwe & Adegboyega K. Lawal & Marcus M. Ilesanmi & Cindy Feng & Marwa Farag, 2019. "Association between patient attachment to a regular doctor and self‐perceived unmet health care needs in Canada: A population‐based analysis of the 2013 to 2014 Canadian community health surveys," International Journal of Health Planning and Management, Wiley Blackwell, vol. 34(1), pages 309-323, January.
    3. Silke Janitza & Roman Hornung, 2018. "On the overestimation of random forest’s out-of-bag error," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-31, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Stephan F. Gohmann, 2005. "Preventive Care And Insurance Coverage," Contemporary Economic Policy, Western Economic Association International, vol. 23(4), pages 513-528, October.
    2. Krystale Littlejohn, 2012. "Hormonal Contraceptive Use and Discontinuation Because of Dissatisfaction: Differences by Race and Education," Demography, Springer;Population Association of America (PAA), vol. 49(4), pages 1433-1452, November.
    3. Michael A McClurkin & Leah Rae Yingling & Colby Ayers & Rebecca Cooper-McCann & Visakha Suresh & Ann Nothwehr & Debbie S Barrington & Tiffany M Powell-Wiley, 2015. "Health Insurance Status as a Barrier to Ideal Cardiovascular Health for U.S. Adults: Data from the National Health and Nutrition Examination Survey (NHANES)," PLOS ONE, Public Library of Science, vol. 10(11), pages 1-14, November.
    4. Prentice, Julia C., 2006. "Neighborhood effects on primary care access in Los Angeles," Social Science & Medicine, Elsevier, vol. 62(5), pages 1291-1303, March.
    5. Oluwabunmi Ogungbe & Ruth-Alma Turkson-Ocran & Binu Koirala & Samuel Byiringiro & Xiaoyue Liu & Sabrina Elias & Danielle Mensah & Emmanuel Turkson-Ocran & Manka Nkimbeng & Joycelyn Cudjoe & Diana Bapt, 2022. "Acculturation and Cardiovascular Risk Screening among African Immigrants: The African Immigrant Health Study," IJERPH, MDPI, vol. 19(5), pages 1-14, February.
    6. Jianghong Xu & Wei Lu & Weixin Wang, 2024. "From “fragile smallholders” to “resilient smallholders”: measuring rural household resilience in China," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    7. H, Angier & BB, Green & K, Fankhauser & M, Marino & N, Huguet & A, Larson & JE, DeVoe, 2020. "Role of health insurance and neighborhood-level social deprivation on hypertension control following the affordable care act health insurance opportunities," Social Science & Medicine, Elsevier, vol. 265(C).
    8. Wu, Dongyu & Zhang, Yingheng & Xiang, Qiaojun, 2024. "Could improving public transport accessibility reduce road traffic carbon dioxide emissions? A simulation-based counterfactual analysis," Journal of Transport Geography, Elsevier, vol. 119(C).
    9. Brédy, Jhemson & Gallichand, Jacques & Celicourt, Paul & Gumiere, Silvio José, 2020. "Water table depth forecasting in cranberry fields using two decision-tree-modeling approaches," Agricultural Water Management, Elsevier, vol. 233(C).
    10. repec:osf:socarx:qzm5v_v1 is not listed on IDEAS
    11. Cathy J. Bradley & David Neumark & Lauryn Saxe Walker, 2017. "The Effect of Primary Care Visits on Health Care Utilization: Findings from a Randomized Controlled Trial," NBER Working Papers 24100, National Bureau of Economic Research, Inc.
    12. Peter Hilpert & Matthew R Vowels & Merijn Mestdagh & Laura Sels, 2023. "Emotion dynamic patterns between intimate relationship partners predict their separation two years later: A machine learning approach," PLOS ONE, Public Library of Science, vol. 18(7), pages 1-18, July.
    13. Nolan, Anne, 2011. "An extension in eligibility for free primary care and avoidable hospitalisations: A natural experiment," Social Science & Medicine, Elsevier, vol. 73(7), pages 978-985.
    14. Jason M. Fletcher & David E. Frisvold, 2009. "Higher Education and Health Investments: Does More Schooling Affect Preventive Health Care Use?," Journal of Human Capital, University of Chicago Press, vol. 3(2), pages 144-176.
    15. Breton, Mylaine & Smithman, Mélanie Ann & Kreindler, Sara A. & Jbilou, Jalila & Wong, Sabrina T. & Gard Marshall, Emily & Sasseville, Martin & Sutherland, Jason M. & Crooks, Valorie A. & Shaw, Jay & C, 2021. "Designing centralized waiting lists for attachment to a primary care provider: Considerations from a logic analysis," Evaluation and Program Planning, Elsevier, vol. 89(C).
    16. Ponomarenko, Alexey & Tatarintsev, Stas, 2023. "Incorporating financial development indicators into early warning systems," The Journal of Economic Asymmetries, Elsevier, vol. 27(C).
    17. Layte, Richard & Nolan, Anne, 2013. "Income-Related Inequity in the Use of GP Services: A Comparison of Ireland and Scotland," Papers WP454, Economic and Social Research Institute (ESRI).
    18. Leogrande, Angelo, 2024. "From Discounts to Delivery: Decoding Customer Care Interactions in Warehousing," SocArXiv qzm5v, Center for Open Science.
    19. Bradley, Cathy J. & Neumark, David & Walker, Lauryn Saxe, 2018. "The effect of primary care visits on other health care utilization: A randomized controlled trial of cash incentives offered to low income, uninsured adults in Virginia," Journal of Health Economics, Elsevier, vol. 62(C), pages 121-133.
    20. Hapfelmeier, Alexander & Hornung, Roman & Haller, Bernhard, 2023. "Efficient permutation testing of variable importance measures by the example of random forests," Computational Statistics & Data Analysis, Elsevier, vol. 181(C).
    21. repec:mpr:mprres:6856 is not listed on IDEAS
    22. Shih-Feng Weng & Hui-Ru Hsu & Yao-Lin Weng & Kai-Jen Tien & Hao-Yun Kao, 2020. "Health-Related Quality of Life and Medical Resource Use in Patients with Osteoporosis and Depression: A Cross-Sectional Analysis from the National Health and Nutrition Examination Survey," IJERPH, MDPI, vol. 17(3), pages 1-11, February.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0314381. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.