Developing a Bayesian belief network for the management of geriatric hospital care

Health Care Management Science
A H MarshallP H Millard

Abstract

Resource management is an essential feature of hospital management. This is especially true for geriatric services, as older people often have complex medical and social needs. Hospital management should benefit from an explanatory model that provides predictions of duration of stay and destination on discharge. We describe how a Bayesian belief network models the behaviour of geriatric patients using predictive variables: personal details, admission reasons and dependency levels. This approach is illustrated using data on 4,722 patients admitted to geriatric medicine at St. George's Hospital, London; distributions of the patient outcome given typical values of the predictive variables are provided.

Citations

Sep 2, 2005·Health Care Management Science·Adele MarshallElia El-Darzi
Feb 28, 2007·Health Care Management Science·Steven J Littig, Mark W Isken
Jul 2, 2008·The Gerontologist·Justin GoodsonMarilyn Rantz
Sep 21, 2013·Health Care Management Science·Manaf ZargoushRaya Kheirbek
May 26, 2017·Health Services Management Research : an Official Journal of the Association of University Programs in Health Administration·Aya AwadJames McNicholas
Jul 16, 2010·Health Care Management Science·Jaakko RiihimäkiAki Vehtari
Apr 15, 2004·Artificial Intelligence in Medicine·Silvia AcidJosé Luis Salcedo
Jul 27, 2021·Medical Care·Vincent LequertierAntoine Duclos

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