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Hospital-physician integration and risk-coding intensity

dc.contributor.authorPost, Brady
dc.contributor.authorNorton, Edward C.
dc.contributor.authorHollenbeck, Brent K.
dc.contributor.authorRyan, Andrew M.
dc.date.accessioned2022-07-05T21:01:30Z
dc.date.available2023-08-05 17:01:29en
dc.date.available2022-07-05T21:01:30Z
dc.date.issued2022-07
dc.identifier.citationPost, Brady; Norton, Edward C.; Hollenbeck, Brent K.; Ryan, Andrew M. (2022). "Hospital-physician integration and risk-coding intensity." Health Economics 31(7): 1423-1437.
dc.identifier.issn1057-9230
dc.identifier.issn1099-1050
dc.identifier.urihttps://hdl.handle.net/2027.42/172975
dc.description.abstractHospital-physician integration has surged in recent years. Integration may allow hospitals to share resources and management practices with their integrated physicians that increase the reported diagnostic severity of their patients. Greater diagnostic severity will increase practices’ payment under risk-based arrangements. We offer the first analysis of whether hospital-physician integration affects providers’ coding of patient severity. Using a two-way fixed effects model, an event study, and a stacked difference-in-differences analysis of 5 million patient-year observations from 2010 to 2015, we find that the integration of a patient’s primary care doctor is associated with a robust 2%–4% increase in coded severity, the risk-score equivalent of aging a physician’s patients by 4–8 months. This effect was not driven by physicians treating different patients nor by physicians seeing patients more often. Our evidence is consistent with the hypothesis that hospitals share organizational resources with acquired physician practices to increase the measured clinical severity of patients. Increases in the intensity of coding will improve vertically-integrated practices’ performance in alternative payment models and pay-for-performance programs while raising overall health care spending.
dc.publisherWiley Periodicals, Inc.
dc.publisherYale University Press
dc.subject.otherhospitals
dc.subject.othervertical integration
dc.subject.otherprofessional labor markets
dc.subject.otherphysicians
dc.subject.otherhealthcare spending
dc.subject.othermedicare
dc.titleHospital-physician integration and risk-coding intensity
dc.typeArticle
dc.rights.robotsIndexNoFollow
dc.subject.hlbsecondlevelMedicine (General)
dc.subject.hlbsecondlevelStatistics and Numeric Data
dc.subject.hlbsecondlevelPublic Health
dc.subject.hlbsecondlevelEconomics
dc.subject.hlbtoplevelHealth Sciences
dc.subject.hlbtoplevelScience
dc.subject.hlbtoplevelSocial Sciences
dc.subject.hlbtoplevelBusiness and Economics
dc.description.peerreviewedPeer Reviewed
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/172975/1/hec4516_am.pdf
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/172975/2/hec4516.pdf
dc.identifier.doi10.1002/hec.4516
dc.identifier.sourceHealth Economics
dc.identifier.citedreferenceNeprash, H. T., Chernew, M. E., & McWilliams, J. M. ( 2017 ). Little evidence exists to support the expectation that providers would consolidate to enter new payment models. Health Affairs, 36 ( 2 ), 346 – 354. https://doi.org/10.1377/hlthaff.2016.0840
dc.identifier.citedreferenceGoodman-Bacon, A. ( 2021 ). Difference-in-differences with variation in treatment timing. Journal of Econometrics, 225, 254 – 277. https://doi.org/10.1016/j.jeconom.2021.03.014
dc.identifier.citedreferenceJung, J., Feldman, R., & Kalidindi, Y. ( 2019 ). The impact of integration on outpatient chemotherapy use and spending in Medicare. Health Economics, 28 ( 4 ), 517 – 528. https://doi.org/10.1002/hec.3860
dc.identifier.citedreferenceKoch, T. G., Wendling, B. W., & Wilson, N. E. ( 2017 ). How vertical integration affects the quantity and cost of care for medicare beneficiaries. Journal of Health Economics, 52, 19 – 32. https://doi.org/10.1016/j.jhealeco.2016.12.007
dc.identifier.citedreferenceLevinson, D. R., Grant, D., Durley, J., Bessette, R., & Verges, M. ( 2014 ). Improper payments for evaluation and management services cost Medicare billions in 2010. https://oig.hhs.gov/oei/reports/oei-04-10-00181.asp
dc.identifier.citedreferenceLi, J., Sukul, D., Nuliyalu, U., & Ryan, A. M. ( 2020 ). Patient coded severity and payment penalties under the hospital readmissions reduction program. Medical Care, 58 ( 11 ), 1022 – 1029. https://doi.org/10.1097/MLR.0000000000001396
dc.identifier.citedreferenceLin, H., McCarthy, I. M., & Richards, M. ( 2021 ). Hospital pricing following integration with physician practices. Journal of Health Economics, 77, 102444. https://doi.org/10.1016/j.jhealeco.2021.102444
dc.identifier.citedreferenceMarchetti, K. A., Oerline, M., Hollenbeck, B. K., Kaufman, S. R., Skolarus, T. A., Shahinian, V. B., Caram, M. E. V., & Modi, P. K. ( 2021 ). Urology workforce changes and implications for prostate cancer care among Medicare enrollees. Urology, 155, 77 – 82. https://doi.org/10.1016/j.urology.2020.12.051
dc.identifier.citedreferenceMarkovitz, A. A., Hollingsworth, J. M., Ayanian, J. Z., Norton, E. C., Moloci, N. M., Yan, P. L., & Ryan, A. M. ( 2019 ). Risk adjustment in Medicare ACO program deters coding increases but may lead ACOs to drop high-risk beneficiaries. Health Affairs, 38 ( 2 ), 253 – 261. https://doi.org/10.1377/hlthaff.2018.05407
dc.identifier.citedreferenceMassachusetts Health Policy Commission. ( 2019 ). Health policy commission board meeting. https://www.mass.gov/files/documents/2019/09/11/20190911_Presentation_vFinal to post_0.pdf
dc.identifier.citedreferenceMedtronic ( 2018 ). 2018 selected cardiothoracic procedures coding resource.
dc.identifier.citedreferenceMeyers, D. J., Mor, V., & Rahman, M. ( 2020 ). Provider integrated medicare advantage plans are associated with differences in patterns of inpatient care. Health Affairs, 39 ( 5 ), 843 – 851. https://doi.org/10.1377/hlthaff.2019.00678
dc.identifier.citedreferenceMuhlestein, D. B., & Smith, N. J. ( 2016 ). Physician consolidation: Rapid movement from small to large group practices, 2013–15. Health Affairs, 35 ( 9 ), 1638 – 1642. https://doi.org/10.1377/hlthaff.2016.0130
dc.identifier.citedreferenceMummolo, J., & Peterson, E. ( 2018 ). Improving the interpretation of fixed effects regression results. Political Science Research and Methods, 6 ( 4 ), 829 – 835. https://doi.org/10.1017/psrm.2017.44
dc.identifier.citedreferenceNeprash, H. T., Chernew, M. E., Hicks, A. L., Gibson, T., & McWilliams, J. M. ( 2015 ). Association of financial integration between physicians and hospitals with commercial health care prices. JAMA Internal Medicine, 175 ( 12 ), 1 – 8. https://doi.org/10.1001/jamainternmed.2015.4610
dc.identifier.citedreferenceNikpay, S. S., Richards, M. R., & Penson, D. ( 2018 ). Hospital-physician consolidation accelerated in the past decade in cardiology, oncology. Health Affairs, 37 ( 7 ), 1123 – 1127. https://doi.org/10.1377/hlthaff.2017.1520
dc.identifier.citedreferenceOdy, C., Msall, L., Dafny, L. S., Grabowski, D. C., & Cutler, D. M. ( 2019 ). Decreases in readmissions credited to Medicare’s program to reduce hospital readmissions have been overstated. Health Affairs, 38 ( 1 ), 36 – 43. https://doi.org/10.1377/hlthaff.2018.05178
dc.identifier.citedreferenceO’Malley, A. S., Bond, A. M., & Berenson, R. A. ( 2011 ). Rising hospital employment of physicians: Better quality, higher costs? Issue Brief (Vol. 136, pp. 1 – 4 ). ( Center for Studying Health System Change ). http://www.ncbi.nlm.nih.gov/pubmed/21853632
dc.identifier.citedreferenceOuayogodé, M. H., Fraze, T., Rich, E. C., & Colla, C. H. ( 2020 ). Association of organizational factors and physician practices’ participation in alternative payment models. JAMA Network Open, 3 ( 4 ), e202019. https://doi.org/10.1001/jamanetworkopen.2020.2019
dc.identifier.citedreferencePhysicians Advocacy Institute. ( 2019 ). Updated physician practice acquisition study: National and regional employment changes in physician employment 2012-2018. http://www.physiciansadvocacyinstitute.org/Portals/0/assets/docs/021919-Avalere-PAI-Physician-Employment-Trends-Study-2018-Update.pdf?ver=2019-02-19-162735-117
dc.identifier.citedreferencePope, G. C., Kautter, J., Ellis, R. P., Ash, A. S., Ayanian, J. Z., Iezzoni, L. I., & Robst, J. ( 2004 ). Risk adjustment of medicare capitation payments using the CMS-HCC model. Health Care Financing Review, 25, 119 – 141. http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4194896/
dc.identifier.citedreferencePost, B. ( 2021 ). Association of a medicare outpatient payment reform with hospital-primary care integration: Heterogeneity across markets and physicians (in press). Medical Care, Published ( 9 ). https://pubmed.ncbi.nlm.nih.gov/34593710/
dc.identifier.citedreferencePost, B., Buchmueller, T., & Ryan, A. M. ( 2018 ). Vertical integration of hospitals and physicians: Economic theory and empirical evidence on spending and quality. Medical Care Research and Review, 75, 399 – 433. https://doi.org/10.1177/1077558717727834
dc.identifier.citedreferencePost, B., Norton, E. C., Hollenbeck, B., Buchmueller, T., & Ryan, A. M. ( 2021 ). Hospital-physician integration and Medicare’s site-based outpatient payments. Health Services Research, 56 ( 1 ), 7 – 15. https://doi.org/10.1111/1475-6773.13613
dc.identifier.citedreferenceRichards, M., Seward, J., & Whaley, C. ( 2020 ). Treatment consolidation after vertical integration: Evidence from outpatient procedure markets. https://doi.org/10.7249/WRA621-1
dc.identifier.citedreferenceSchulte, F. ( 2019, October 18). Whistleblower accuses seattle’s group health medicare advantage plan of fraud. Shots - Health News: National Public Radio. https://www.npr.org/sections/health-shots/2019/10/18/770466908/whistleblower-alleges-fraud-at-a-large-medicare-advantage-plan-in-seattle
dc.identifier.citedreferenceScott, K. W., Orav, E. J., Cutler, D. M., & Jha, A. K. ( 2017 ). Changes in hospital–physician affiliations in U.S. Hospitals and their effect on quality of care. Annals of Internal Medicine, 166 ( 1 ), 1. https://doi.org/10.7326/M16-0125
dc.identifier.citedreferenceSukul, D., Hoffman, G. J., Nuliyalu, U., Adler-Milstein, J. R., Zhang, B., Dimick, J. B., & Ryan, A. M. ( 2019 ). Association between medicare policy reforms and changes in hospitalized medicare beneficiaries’ severity of illness. JAMA Network Open, 2 ( 5 ), e193290. https://doi.org/10.1001/jamanetworkopen.2019.3290
dc.identifier.citedreferenceTimbie, J. W., Kranz, A. M., DeYoreo, M., Eshete-Roesler, B., Elliott, M. N., Escarce, J. J., Totten, M. E., & Damberg, C. L. ( 2020 ). Racial and ethnic disparities in care for health system-affiliated physician organizations and non-affiliated physician organizations. Health Services Research, 55 ( S3 ), 1107 – 1117. https://doi.org/10.1111/1475-6773.13581
dc.identifier.citedreferenceWelch, W. P., Cuellar, A. E., Stearns, S. C., & Bindman, A. B. ( 2013 ). Proportion of physicians in large group practices continued to grow in 2009-11. Health Affairs, 32 ( 9 ), 1659 – 1666. https://doi.org/10.1377/hlthaff.2012.1256
dc.identifier.citedreferenceYoung, G. J., Zepeda, E. D., Flaherty, S., & Thai, N. ( 2021 ). Hospital employment of physicians in Massachusetts is associated with inappropriate diagnostic imaging. Health Affairs, 40 ( 5 ), 710 – 718. https://doi.org/10.1377/hlthaff.2020.01183
dc.identifier.citedreferenceZepeda, E. D., Nyaga, G. N., & Young, G. J. ( 2020 ). The effect of hospital-physician integration on operational performance: Evaluating physician employment for cardiovascular services. Decision Sciences, 51 ( 2 ), 282 – 316. https://doi.org/10.1111/deci.12401
dc.identifier.citedreferenceAbraham, S., & Sun, L. ( 2018 ). Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3158747
dc.identifier.citedreferenceAlpert, A., Hsi, H., & Jacobson, M. ( 2017 ). Evaluating the role of payment policy in driving vertical integration in the oncology market. Health Affairs, 36 ( 4 ), 680 – 688. https://doi.org/10.1377/hlthaff.2016.0830
dc.identifier.citedreferenceAthey, S., & Imbens, G. W. ( 2018, August 15). Design-based analysis in difference-in-differences settings with staggered adoption. ArXiv. http://arxiv.org/abs/1808.05293
dc.identifier.citedreferenceBaker, L. C., Bundorf, M. K., Devlin, A. M., & Kessler, D. P. ( 2018 ). Hospital ownership of physicians: Hospital versus physician perspectives. Medical Care Research and Review, 75 ( 1 ), 88 – 99. https://doi.org/10.1177/1077558716676018
dc.identifier.citedreferenceBaker, L. C., Bundorf, M. K., & Kessler, D. P. ( 2014 ). Vertical integration: Hospital ownership of physician practices is associated with higher prices and spending. Health Affairs, 33 ( 5 ), 756 – 763. https://doi.org/10.1377/hlthaff.2013.1279
dc.identifier.citedreferenceBaker, L. C., Bundorf, M. K., & Kessler, D. P. ( 2016 ). The effect of hospital/physician integration on hospital choice. Journal of Health Economics, 50, 1 – 8. https://doi.org/10.1016/j.jhealeco.2016.08.006
dc.identifier.citedreferenceBastani, H., Goh, J., & Bayati, M. ( 2019 ). Evidence of upcoding in pay-for-performance programs. Management Science, 65 ( 3 ), 1042 – 1060. https://doi.org/10.1287/mnsc.2017.2996
dc.identifier.citedreferenceBishop, T. F., Shortell, S. M., Ramsay, P. P., Copeland, K. R., & Casalino, L. P. ( 2016 ). Trends in hospital ownership of physician practices and the effect on processes to improve quality. American Journal of Managed Care, 22 ( 3 ), 172 – 176. http://www.ncbi.nlm.nih.gov/pubmed/27023022
dc.identifier.citedreferenceCapps, C., Dranove, D., & Ody, C. ( 2018 ). The effect of hospital acquisitions of physician practices on prices and spending. Journal of Health Economics, 59, 139 – 152. https://doi.org/10.1016/j.jhealeco.2018.04.001
dc.identifier.citedreferenceCarlin, C. S., Dowd, B., & Feldman, R. ( 2015 ). Changes in quality of health care delivery after vertical integration. Health Services Research, 50 ( 4 ), 1043 – 1068. https://doi.org/10.1111/1475-6773.12274
dc.identifier.citedreferenceCengiz, D., Dube, A., Lindner, A., & Zipperer, B. ( 2019 ). The effect of minimum wages on low-wage jobs. Quarterly Journal of Economics, 134 ( 3 ), 1405 – 1454. https://doi.org/10.1093/qje/qjz014
dc.identifier.citedreferenceCenters for Medicare and Medicaid Services. ( 2019 ). 2019 estimated improper payment rates for Centers for Medicare & Medicaid services (CMS) programs. https://www.cms.gov/newsroom/fact-sheets/2019-estimated-improper-payment-rates-centers-medicare-medicaid-services-cms-programs
dc.identifier.citedreferenceChernew, M. E. ( 2021 ). Disparities in payment across sites encourage consolidation. Health Services Research, 56 ( 1 ), 5 – 6. https://doi.org/10.1111/1475-6773.13612
dc.identifier.citedreferenceCunningham, S. ( 2021 ). Causal inference: The mixtape. Yale University Press.
dc.identifier.citedreferencede Chaisemartin, C., & D’Haultfœuille, X. ( 2020 ). Two-way fixed effects estimators with heterogeneous treatment effects. American Economic Review, 110 ( 9 ), 2964 – 2996. https://doi.org/10.1257/aer.20181169
dc.identifier.citedreferenceDesai, S., & McWilliams, J. M. ( 2018 ). Consequences of the 340B drug pricing program. New England Journal of Medicine, 378 ( 6 ), 539 – 548. https://doi.org/10.1056/NEJMsa1706475
dc.identifier.citedreferenceDranove, D., & Ody, C. ( 2019 ). Employed for higher pay? How medicare payment rules affect hospital employment of physicians. American Economic Journal: Economic Policy, 11 ( 4 ), 249 – 271. https://www.aeaweb.org/articles?id=10.1257/pol.20170020
dc.identifier.citedreferenceGeruso, M., & Layton, T. ( 2020 ). Upcoding: Evidence from medicare on squishy risk adjustment. Journal of Political Economy, 128 ( 3 ), 984 – 1026. https://doi.org/10.1086/704756
dc.working.doiNOen
dc.owningcollnameInterdisciplinary and Peer-Reviewed


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