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Issue title: The Need for Innovations in Healthcare Systems Using Patient Experience and Advancing Information Technology
Guest editors: Varadraj P. Gurupur, Thomas T.H. Wan, Rama Raju Rudraraju and Shrirang A. Kulkarni
Article type: Research Article
Authors: Luh, Hsinga; * | Lin, Ming-Yenb; c | Wu, Ping-Hsunb; c
Affiliations: [a] Department of Mathematical Sciences, National Chengchi University, Taipei City, Taiwan | [b] Department of Internal Medicine, Division of Nephrology, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan | [c] Department of Renal Care, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
Correspondence: [*] Corresponding author: Hsing Luh, Department of Mathematical Sciences, National Chengchi University, Taipei City 116, Taiwan. E-mail: slu@nccu.edu.tw.
Abstract: We present a decision support model for patient-centered precision surveillance that assists clinicians and patients for the whole disease prospect to provide a single operational framework of whole type 2 diabetic person care management while introducing experts in the loop modeling that facilitates data collection. Based on real-world data, the scientific computation shall be adopted with experts’ experiences for providing the patient health education and accessing complication risks thereby easily delineating disease pathways. A decision tree technique is used to build a single framework consisting of every possible diabetes complication in the decision process. Coping with the complex medical system for the prevention of diabetes and diabetic complications, a patient-centered framework gives the patient interactive, transparent and useful information for better communication in the decision process that includes experts’ experience as well as the value of the prediction generated from population-based data.
Keywords: Decision tree, diabetes care, experts in the loop, simulation, time effects
DOI: 10.3233/JID-220012
Journal: Journal of Integrated Design and Process Science, vol. 27, no. 1, pp. 27-39, 2023
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