The application of machine learning to predict high-cost patients: A performance-comparison of different models using healthcare claims data
Author
Abstract
Suggested Citation
DOI: 10.1371/journal.pone.0279540
Download full text from publisher
References listed on IDEAS
- Eric French & Elaine Kelly & Pieter Bakx & Owen O'Donnell & Eddy Doorslaer, 2016.
"Spending on Health Care in the Netherlands: Not Going So Dutch,"
Fiscal Studies, Institute for Fiscal Studies, vol. 37, pages 593-625, September.
- Pieter Bakx & Owen O’Donnell & Eddy van Doorslaer, 2016. "Spending on Health Care in the Netherlands: Not going so Dutch," Tinbergen Institute Discussion Papers 16-024/V, Tinbergen Institute.
- Muchlinski, David & Siroky, David & He, Jingrui & Kocher, Matthew, 2016. "Comparing Random Forest with Logistic Regression for Predicting Class-Imbalanced Civil War Onset Data," Political Analysis, Cambridge University Press, vol. 24(1), pages 87-103, January.
- Cohen, Steven B., 2016. "The concentration of health care expenditures in the U.S. and predictions of future spending," Journal of Economic and Social Measurement, IOS Press, issue 2, pages 167-189.
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.- Bakx, Pieter & Wouterse, Bram & van Doorslaer, Eddy & Wong, Albert, 2020. "Better off at home? Effects of nursing home eligibility on costs, hospitalizations and survival," Journal of Health Economics, Elsevier, vol. 73(C).
- Songul Cinaroglu, 2020. "Modelling unbalanced catastrophic health expenditure data by using machine‐learning methods," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 27(4), pages 168-181, October.
- Ku, Arthur Lin & Qiu, Yueming (Lucy) & Lou, Jiehong & Nock, Destenie & Xing, Bo, 2022. "Changes in hourly electricity consumption under COVID mandates: A glance to future hourly residential power consumption pattern with remote work in Arizona," Applied Energy, Elsevier, vol. 310(C).
- Hua Chen & Xiaobo Peng & Menghan Shen, 2021. "Concentration and Persistence of Healthcare Spending: Evidence from China," Sustainability, MDPI, vol. 13(11), pages 1-17, May.
- David Siroky & Carolyn M. Warner & Gabrielle Filip-Crawford & Anna Berlin & Steven L. Neuberg, 2020. "Grievances and rebellion: Comparing relative deprivation and horizontal inequality," Conflict Management and Peace Science, Peace Science Society (International), vol. 37(6), pages 694-715, November.
- Gallego, Jorge & Rivero, Gonzalo & Martínez, Juan, 2021.
"Preventing rather than punishing: An early warning model of malfeasance in public procurement,"
International Journal of Forecasting, Elsevier, vol. 37(1), pages 360-377.
- Gallego, J & Rivero, G & Martínez, J.D., 2018. "Preventing rather than Punishing: An Early Warning Model of Malfeasance in Public Procurement," Documentos de Trabajo 16724, Universidad del Rosario.
- Friedrich Breyer & Normann Lorenz, 2021.
"The “red herring” after 20 years: ageing and health care expenditures,"
The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(5), pages 661-667, July.
- Friedrich Breyer & Normann Lorenz, 2019. "The "Red Herring" after 20 Years: Ageing and Health Care Expenditures," CESifo Working Paper Series 7951, CESifo.
- Bonekamp, Johan & Wouterse, Bram, 2023. "Do different shocks in health matter for wealth?," Journal of Health Economics, Elsevier, vol. 87(C).
- Normann Lorenz & Peter Ihle & Friedrich Breyer, 2020.
"Aging and Health Care Expenditures: A Non-Parametric Approach,"
CESifo Working Paper Series
8216, CESifo.
- Breyer, Friedrich & Lorenz, Normann & Ihle, Peter, 2020. "Aging and Health Care Expenditure: A non-parametric approach," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224635, Verein für Socialpolitik / German Economic Association.
- Cäzilia Loibl & Wändi Bruine de Bruin & Barbara Summers & Simon McNair & Pieter Verhallen, 2022. "Which financial stressors are linked to food insecurity among older adults in the United Kingdom, Germany, and the Netherlands? An exploratory study," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 14(2), pages 533-556, April.
- Zhaochen He & John Camobreco & Keith Perkins, 2022. "How he won: Using machine learning to understand Trump’s 2016 victory," Journal of Computational Social Science, Springer, vol. 5(1), pages 905-947, May.
- Kárpáti, Daniel, 2023. "Essays in finance & health," Other publications TiSEM 5505e140-1f4d-4f61-a5a5-e, Tilburg University, School of Economics and Management.
- Pieter Bakx & Bram Wouterse & Eddy (E.K.A.) van Doorslaer & Albert Wong, 2018. "Better off at home? Effects of a nursing home admission on costs, hospitalizations and survival," Tinbergen Institute Discussion Papers 18-060/V, Tinbergen Institute.
- Phil Henrickson, 2020. "Predicting the costs of war," The Journal of Defense Modeling and Simulation, , vol. 17(3), pages 285-308, July.
- Marie K. Schellens & Salim Belyazid, 2020. "Revisiting the Contested Role of Natural Resources in Violent Conflict Risk through Machine Learning," Sustainability, MDPI, vol. 12(16), pages 1-29, August.
- Kallestrup-Lamb, Malene & Marin, Alexander O.K. & Menon, Seetha & Søgaard, Jes, 2024. "Aging populations and expenditures on health," The Journal of the Economics of Ageing, Elsevier, vol. 29(C).
- John Cuffe & Sudip Bhattacharjee & Ugochukwu Etudo & Justin C. Smith & Nevada Basdeo & Nathaniel Burbank & Shawn R. Roberts, 2019. "Using Public Data to Generate Industrial Classification Codes," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 229-246, National Bureau of Economic Research, Inc.
- Wouterse, B.; & Hussem, A.; & Wong, A.;, 2018. "The effect of co-payments in Long Term Care on the distribution of payments,consumption, and risk," Health, Econometrics and Data Group (HEDG) Working Papers 18/24, HEDG, c/o Department of Economics, University of York.
- Krabbe-Alkemade, Yvonne & Makai, Peter & Shestalova, Victoria & Voesenek, Tessa, 2020. "Containing or shifting? Health expenditure decomposition for the aging Dutch population after a major reform," Health Policy, Elsevier, vol. 124(3), pages 268-274.
- Julio López Laborda & Carmen Marín González & Jorge Onrubia, 2020. "Observatorio sobre el reparto de los impuestos y las prestaciones entre los hogares españoles. Quinto informe – Sanidad y educación, 2013 - 2017," Studies on the Spanish Economy eee2020-28, FEDEA.
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:pone00:0279540. 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.