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

Martin G SeneviratneRon C LiMeredith SchreierDaniel Lopez-MartinezBirju S PatelAlex YakubovichJonas B KempEric LoreauxPaul GambleKristel El-KhouryLaura VardoulakisDoris WongJanjri DesaiJonathan H ChenKeith E MorseN Lance DowningLutz T FingerMing-Jun ChenNigam Haresh Shah

Published in: BMJ health & care informatics (2022)

Integrating user-centred design early in the ML life cycle is key for configuring models in a clinically actionable way. This toolkit can guide problem selection and influence choices about the technical setup of the ML problem.

Keyphrases

healthcare
life cycle
machine learning
palliative care
quality improvement
artificial intelligence
affordable care act
deep learning
social media