Do no harm: a roadmap for responsible machine learning for health care.

Wiens, Jenna; Saria, Suchi; Sendak, Mark; Ghassemi, Marzyeh; Liu, Vincent X; Doshi-Velez, Finale; Jung, Kenneth; Heller, Katherine et al. · Nat Med · 2019

review · Level V

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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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