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. 2021 Jul 15;385(3):283-286.
doi: 10.1056/NEJMc2104626.

The Clinician and Dataset Shift in Artificial Intelligence

Samuel G Finlayson  1 , Adarsh Subbaswamy  2 , Karandeep Singh  3 , John Bowers  4 , Annabel Kupke  5 , Jonathan Zittrain  6 , Isaac S Kohane  1 , Suchi Saria  7
Affiliations

The Clinician and Dataset Shift in Artificial Intelligence

Samuel G Finlayson et al. N Engl J Med. .
No abstract available

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References

    1. Rajkomar A, Dean J, Kohane I. Machine learning in medicine. N Engl J Med 2019; 380: 1347–58. - PubMed
    1. Ross C Hospitals are using AI to predict the decline of Covid-19 patients — before knowing it works. Stat April 24, 2020. (https://www.statnews.com/2020/04/24/coronavirus-hospitals-use-ai-to-pred...).
    1. Artificial intelligence/machine learning (AI/ML)-based software as a medical device (SaMD) action plan Silver Spring, MD: Food and Drug Administration, January 2021. (https://www.fdagov/media/145022/download).
    1. Subbaswamy A, Saria S. From development to deployment: dataset shift, causality, and shift-stable models in health AI. Biostatistics 2020; 21: 345–52. - PubMed
    1. Saria S, Subbaswamy A. Tutorial: safe and reliable machine learning. In: Proceedings of the conference on fairness, accountability, and transparency, January 29–31, 2019. New York: Association for Computing Machinery, 2019. DOI: 10.1056/NEJMc2104626 - DOI

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