User-centred design for machine learning in health care: a case study from care management

User-centred design for machine learning in health care: a case study from care management

Objectives Few machine learning (ML) models are successfully deployed in clinical practice. One of the common pitfalls across the field is inappropriate problem formulation: designing ML to fit the data rather than to address a real-world clinical pain point.Methods We introduce a practical toolkit...

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Bibliographic Details
Main Authors: Ron C Li, Jonathan H Chen, Martin G Seneviratne, Paul Gamble, Nigam Shah, Meredith Schreier, Daniel Lopez-Martinez, Birju S Patel, Alex Yakubovich, Jonas B Kemp, Eric Loreaux, Kristel El-Khoury, Laura Vardoulakis, Doris Wong, Janjri Desai, Keith E Morse, N Lance Downing, Lutz T Finger, Ming-Jun Chen
Format: Article
Language:English
Published: BMJ Publishing Group 2022-10-01
Series:BMJ Health & Care Informatics
Online Access:https://informatics.bmj.com/content/29/1/e100656.full

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