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

Jenna WiensSuchi SariaMark P SendakMarzyeh GhassemiVincent X LiuFinale Doshi-VelezKenneth JungKatherine HellerDavid KaleMohammed SaeedPilar N OssorioSonoo Thadaney-IsraniAnna Goldenberg
Published in: Nature medicine (2019)
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).
Keyphrases
  • machine learning
  • healthcare
  • artificial intelligence
  • big data
  • deep learning
  • drug delivery
  • physical activity
  • palliative care
  • clinical practice
  • quality improvement