Using machine learning to assess the predictive potential of standardized nursing data for home healthcare case-mix classification
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- Wright, Marvin N. & Ziegler, Andreas, 2017. "ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 77(i01).
- Alders, Peter & Schut, Frederik T., 2019. "The 2015 long-term care reform in the Netherlands: Getting the financial incentives right?," Health Policy, Elsevier, vol. 123(3), pages 312-316.
- Maarse, J.A.M. (Hans) & Jeurissen, P.P. (Patrick), 2016. "The policy and politics of the 2015 long-term care reform in the Netherlands," Health Policy, Elsevier, vol. 120(3), pages 241-245.
- Cattel, DaniÃ«lle & Eijkenaar, Frank & Schut, Frederik T., 2020. "Value-based provider payment: towards a theoretically preferred design," Health Economics, Policy and Law, Cambridge University Press, vol. 15(1), pages 94-112, January.
- Jegers, Marc & Kesteloot, Katrien & De Graeve, Diana & Gilles, Willem, 2002. "A typology for provider payment systems in health care," Health Policy, Elsevier, vol. 60(3), pages 255-273, June.
- Steinbusch, Paul J.M. & Oostenbrink, Jan B. & Zuurbier, Joost J. & Schaepkens, Frans J.M., 2007. "The risk of upcoding in casemix systems: A comparative study," Health Policy, Elsevier, vol. 81(2-3), pages 289-299, May.
- Elissen, Arianne M.J. & Struijs, Jeroen N. & Baan, Caroline A. & Ruwaard, Dirk, 2015. "Estimating community health needs against a Triple Aim background: What can we learn from current predictive risk models?," Health Policy, Elsevier, vol. 119(5), pages 672-679.
Blog mentionsAs found by EconAcademics.org, the blog aggregator for Economics research:
- Chris Sampson’s journal round-up for 26th October 2020
by Chris Sampson in The Academic Health Economists' Blog on 2020-10-26 12:00:03
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More about this item
KeywordsCase-mix; Home care; Electronic health records; Machine learning; Predictive modelling;
All these keywords.
- I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
- I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
- I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
- C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
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