[Other] Do no harm: a roadmap for responsible machine learning for health care

BenjaminWhite Post time 3 day(s) ago | Show all posts |Read mode
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Do no harm: a roadmap for responsible machine learning for health careJenna Wiens # 1, Suchi Saria # 2 3 4, Mark Sendak 5, Marzyeh Ghassemi 6 7 8, Vincent X Liu 9, Finale Doshi-Velez 10, Kenneth Jung 11, Katherine Heller 12 13, David Kale 14, Mohammed Saeed 15, Pilar N Ossorio 16, Sonoo Thadaney-Israni 17, Anna Goldenberg # 18 19 20 21


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Abstract
Interest in machine-learning applications within medicine has been growing, but few studies have progressed to deployment in patient care. We present a framework, context and ultimately guidelines for accelerating the translation of machine-learning-based interventions in health care. To be successful, translation will require a team of engaged stakeholders and a systematic process from beginning (problem formulation) to end (widespread deployment).



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