References
- Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984). Classification and regression trees. Monterey, California: Wadsworth & Brooks.
- Centers for Medicare and Medicaid Services. Home health services coverage. [Internet]. cited 2023 Jun 25. Available from: https://www.medicare.gov/coverage/home-health-services
- Centers for Medicare and Medicaid Services. Home health services quality measures: Provider data catalog. [Internet]. cited 2023a Dec 29. Available from: https://data.cms.gov/provider-data/topics/home-health-services/quality-measures
- Centers for Medicare and Medicaid Services. Hospital readmissions reduction program (HRRP). [Internet]. cited 2023b Jul 6. Available from: https://www.cms.gov/medicare/quality-initiatives-patient-assessment-instruments/value-based-programs/hrrp/hospital-readmission-reduction-program
- Centers for Medicare and Medicaid Services. (2010). Process-based quality improvement (PBQI) manual. Centers for Medicare and Medicaid Services. https://www.cms.gov/medicare/quality-initiatives-patient-assessment-instruments/homehealthqualityinits/downloads/hhqioasis-pbqi.pdf
- Centers for Medicare and Medicaid Services. (2023). Quality of patient care star rating, provider preview report. https://www.cms.gov/files/document/hhqualityofpatientcarestarratingjanuary2023sampleproviderpreview.pdf
- Centers for Medicare and Medicaid Services. (2023c). Available from: https://innovation.cms.gov/innovation-models/expanded-home-health-value-based-purchasing-model
- Centers for Medicare and Medicaid Services. Home Health Quality Measures | CMS. (2023). [Internet]. cited 2023 Aug 18. Available from: https://www.cms.gov/Medicare/Quality-Initiatives-Patient-Assessment-Instruments/HomeHealthQualityInits/Home-Health-Quality-Measures
- Chen, H. F., Landes, R. D., Schuldt, R. F., & Tilford, J. M. (2020, Jun). Quality performance of rural and urban home health agencies: implications for rural add-on payment policies. The Journal of Rural Health: Official Journal of the American Rural Health Association and the National Rural Health Care Association, 36(3), 423–432. doi:10.1111/jrh.12415
- Cohn, J. (2021). The Ten year war: Obamacare and the unfinished crusade for universal coverage (pp. 416). New York: St. Martin’s Press.
- Filbin, P. How the rural add-on payments changed where home health services were delivered [internet]. Home Health Care News. 2022. cited 2023 Jul 26. Available from: https://homehealthcarenews.com/2022/12/how-the-rural-add-on-payments-changed-where-home-health-services-were-delivered/
- Fokkema, M., Smits, N., Zeileis, A., Hothorn, T., & Kelderman, H. 2018 Oct 1. Detecting treatment-subgroup interactions in clustered data with generalized linear mixed-effects model trees. Behav Res, 50(5), 2016–2034. 10.3758/s13428-017-0971-x
- Hamburg, M. (1977). Statistical analysis for decision making (2nd ed). New York, NY: HarcourtBrace Jovanovich, Inc.
- Harrell, F. How can machine learning be reliable when the sample is adequate for only one feature? - statistical thinking. [Internet]. 2018. cited 2023 Jul 6. Available from: https://www.fharrell.com/post/ml-sample-size/
- James, G., Witten, D., Hastie, T., & Tibshirani, R. 2013. An introduction to statistical learning: With applications in R 1st Corr. 7th printing 2017 edition. New York: Springer, pp. 440.
- Joynt, K. E., Figueroa, J. F., Orav, E. J., & Jha, A. K. 2016 Aug 1. Opinions on the hospital readmission reduction program: Results of a national survey of hospital leaders. The American Journal of Managed Care, 22(8), e287–94. 10.5600/mmrr.003.02.b01
- Koru, G. (2021, May). Bringing quality health care home via technology innovations. Journal of the American Medical Directors Association, 22(5), 979–980. doi:10.1016/j.jamda.2021.03.028
- Koru, G., Alhuwail, D., & Rosati, R. J. (2015, Jan 1). Identifying the key performance improvement domains for home health agencies. SAGE Open Medicine, 3, 2050312115621924.
- Koru, G., Alhuwail, D., Topaz, M., Norcio, A. F., & Mills, M. E. (2016, Jan). Investigating the challenges and opportunities in home care to facilitate effective information technology adoption. Journal of the American Medical Directors Association, 17(1), 53–58. doi:10.1016/j.jamda.2015.10.008
- Koru, G., Parameshwarappa, P., Alhuwail, D., & Aifan, A. 2018 Aug 1. Facilitating focused process improvement efforts in home health agencies to improve utilization outcomes effectively and efficiently. Home Health Care Management & Practice, 30(3), 122–129. 10.1177/1084822317754190
- Kripalani, S., Theobald, C. N., Anctil, B., & Vasilevskis, E. E. (2014). Reducing hospital readmission: Current strategies and future directions. Annual Review of Medicine, 65(1), 471–485. doi:10.1146/annurev-med-022613-090415
- Mroz, T. M., Meadow, A., Colantuoni, E., Leff, B., & Wolff, J. L. (2018, Jun). Home health agency characteristics and quality outcomes for medicare beneficiaries with rehabilitation-sensitive conditions. Archives of Physical Medicine & Rehabilitation, 99(6), 1090–1098.e4. doi:10.1016/j.apmr.2017.08.483
- National Association for Home Care & Hospice. Home health medicare rural add on. [Internet]. cited 2023 Jul 26. Available from: https://www.nahc.org/advocacy-policy/legislative-priorities/home-health-medicare-rural-add-on/
- PW, S. Medicare’s OASIS: Standardized outcome and assessment information set for home health care: OASIS-B. Center for Health Services and Policy Research; 1997.
- Quigley, D. D., Chastain, A. M., Kang, J. A., Bronstein, D., Dick, A. W., Stone, P. W., & Shang, J. (2022, Oct). Rural and urban differences in care provided by home health agencies in the United States: A review of the literature. Journal of the American Medical Directors Association, 23(10), e16531–e165313. doi:10.1016/j.jamda.2022.08.011
- Ruiz, S., Snyder, L. P., Rotondo, C., Cross-Barnet, C., Colligan, E. M., & Giuriceo, K. (2017, Mar). Innovative home visit models associated with reductions in costs, hospitalizations. And Emergency Department Use Health Affairs, 36(3), 425–432. doi:10.1377/hlthaff.2016.1305
- Shaughnessy, P. W., Hittle, D. F., Crisler, K. S., Powell, M. C., Richard, A. A., Kramer, A. M., & Mulvey‐Lawlor, K. L. (2002, Aug). Improving patient outcomes of home health care: findings from two demonstration trials of outcome-based quality improvement. Journal of the American Geriatrics Society, 50(8), 1354–1364. doi:10.1046/j.1532-5415.2002.50356.x
- Sockolow, P. S., Bowles, K. H., Pankok, C., Zhou, Y., Potashnik, S., & Bass, E. J. (2021, Aug). Planning the episode: Home care admission nurse decision-making regarding the patient visit pattern. Home Health Care Management & Practice, 33(3), 193–201. doi:10.1177/1084822321990775
- Statista. U.S. - seniors as a percentage of the population 2020 [Internet]. Statista. [cited 2023 Jun 25]. Available from: https://www.statista.com/statistics/457822/share-of-old-age-population-in-the-total-us-population/
- Team RDC. R: A language and environment for statistical computing. 2003.
- Therneau, T. M., Ripley BAR port by B. rpart: Recursive partitioning. [Internet]. 2008. Available from: http://mayoresearch.mayo.edu/mayo/research/biostat/splusfunctions.cfm
- Topaz, M., Trifilio, M., Maloney, D., Bar-Bachar, O., & Bowles, K. H. (2018, Oct). Improving patient prioritization during hospital-homecare transition: A pilot study of a clinical decision support tool. Research in Nursing & Health, 41(5), 440–447. doi:10.1002/nur.21907
- University of Washington. UW RHRC Rural rban commuting area codes - RUCA: Version 2. [Internet]. 2005 cited 2023 Jul 8. Available from: https://depts.washington.edu/uwruca/index.php
- US Census Bureau. Data. [Internet]. Census Website. [cited 2023 Jul 8]. Available from: https://www.census.gov/data.html
- van der Ploeg, T., Austin, P., & Steyerberg, E. 2014 Dec 22. Modern modelling techniques are data hungry: A simulation study for predicting dichotomous endpoints. BMC Medical Research Methodology, 14(1), 137. 10.1186/1471-2288-14-137
- Vasquez, M. S. (2009, Feb). Preventing rehospitalization through effective home health nursing care. Professional Case Management, 14(1), 32. doi:10.1097/01.PCAMA.0000343145.81635.e3