A predictive analytics approach to reducing 30-day avoidable readmissions among patients with heart failure, acute myocardial infarction, pneumonia, or COPD
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DOI: 10.1007/s10729-014-9278-y
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References listed on IDEAS
- Mark Fackrell, 2009. "Modelling healthcare systems with phase-type distributions," Health Care Management Science, Springer, vol. 12(1), pages 11-26, March.
- Mollie Shulan & Kelly Gao & Crystal Moore, 2013. "Predicting 30-day all-cause hospital readmissions," Health Care Management Science, Springer, vol. 16(2), pages 167-175, June.
- Wu, Tiee-Jian & Sepulveda, Alfred, 1998. "The weighted average information criterion for order selection in time series and regression models," Statistics & Probability Letters, Elsevier, vol. 39(1), pages 1-10, July.
- Westert, Gert P. & Lagoe, Ronald J. & Keskimaki, Ilmo & Leyland, Alastair & Murphy, Mark, 2002. "An international study of hospital readmissions and related utilization in Europe and the USA," Health Policy, Elsevier, vol. 61(3), pages 269-278, September.
- Rebecca R. Andridge & Roderick J. A. Little, 2010. "A Review of Hot Deck Imputation for Survey Non‐response," International Statistical Review, International Statistical Institute, vol. 78(1), pages 40-64, April.
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Cited by:
- Zhao, Heng & Liu, Zixian & Li, Mei & Liang, Lijun, 2022. "Optimal monitoring policies for chronic diseases under healthcare warranty," Socio-Economic Planning Sciences, Elsevier, vol. 84(C).
- Mahsa Ashouri & Kate Cai & Furen Lin & Galit Shmueli, 2018. "Assessing the Value of an Information System for Developing Predictive Analytics: The Case of Forecasting School-Level Demand in Taiwan," Service Science, INFORMS, vol. 10(1), pages 58-75, March.
- Suiyao Chen & Nan Kong & Xuxue Sun & Hongdao Meng & Mingyang Li, 2019. "Claims data-driven modeling of hospital time-to-readmission risk with latent heterogeneity," Health Care Management Science, Springer, vol. 22(1), pages 156-179, March.
- David M. Vanlandingham & Wesley Hampton & Kimberly M. Thompson & Kamran Badizadegan, 2020. "Modeling Pathology Workload and Complexity to Manage Risks and Improve Patient Quality and Safety," Risk Analysis, John Wiley & Sons, vol. 40(2), pages 421-434, February.
- Francesca Ieva & Anna Maria Paganoni & Teresa Pietrabissa, 2017. "Dynamic clustering of hazard functions: an application to disease progression in chronic heart failure," Health Care Management Science, Springer, vol. 20(3), pages 353-364, September.
- Baechle, Christopher & Huang, C. Derrick & Agarwal, Ankur & Behara, Ravi S. & Goo, Jahyun, 2020. "Latent topic ensemble learning for hospital readmission cost optimization," European Journal of Operational Research, Elsevier, vol. 281(3), pages 517-531.
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Keywords
Readmission; Predictive analytics; Patient flow; Phase-type distribution; Markov chain;All these keywords.
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