Responsible Artificial Intelligence governance in oncology.

Journal: NPJ digital medicine
Published Date:

Abstract

The use of Artificial Intelligence (AI) in healthcare is expanding rapidly, including in oncology. Although generic AI development and implementation frameworks exist in healthcare, no effective governance models have been reported in oncology. Our study reports on a Comprehensive Cancer Center's Responsible AI governance model for clinical, operations, and research programs. We report our one-year AI Governance Committee results with respect to the registration and monitoring of 26 AI models (including large language models), 2 ambient AI pilots, and a review of 33 nomograms. Novel management tools for AI governance are shared, including an overall program model, model information sheet, risk assessment tool, and lifecycle management tool. Two AI model case studies illustrate lessons learned and our "Express Pass" methodology for select models. Open research questions are explored. To the best of our knowledge, this is one of the first published reports on Responsible AI governance at scale in oncology.

Authors

  • Peter D Stetson
    Department of Health Informatics, Memorial Sloan Kettering Cancer Center, New York, NY.
  • January Choy
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Natalia Summerville
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Abigail Baldwin-Medsker
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Janet Mak
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Avijit Chatterjee
    Department of Artificial Intelligence & Machine Learning, DigITs, Memorial Sloan Kettering Cancer Center, New York, New York.
  • Kristen Kim
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Chhavi Kumar
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Patrick Samedy
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Joanna Halperin
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Louis Voigt
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Justin Jee
    Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. Electronic address: jeej@mskcc.org.
  • Jill Fraser
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • MaryAnn Connor
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Richard Harper
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Rémy Evard
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.
  • Anaeze C Offodile
    Memorial Sloan Kettering (MSK) Cancer Center, New York, NY, USA.

Keywords

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