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Problems in the deployment of machine-learned models in health care
Joseph Paul Cohen, Tianshi Cao, Joseph D. Viviano, Chin-Wei Huang, Michael Fralick, Marzyeh Ghassemi, Muhammad Mamdani, Russell Greiner and Yoshua Bengio
CMAJ September 07, 2021 193 (35) E1391-E1394; DOI: https://doi.org/10.1503/cmaj.202066
Joseph Paul Cohen
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
PhDTianshi Cao
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
MScJoseph D. Viviano
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
MScChin-Wei Huang
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
MScMichael Fralick
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
MD PhDMarzyeh Ghassemi
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
PhDMuhammad Mamdani
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
MPH PharmDRussell Greiner
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
PhDYoshua Bengio
Mila Quebec AI Institute (Cohen, Viviano, Huang, Bengio), University of Montreal, Montréal, Que.; Vector (Cao, Ghassemi), University of Toronto; Unity Health Toronto (Mamdani); Department of Medicine (Fralick) University of Toronto, Toronto, Ont.; Alberta Machine Intelligence Institute (Greiner), University of Alberta, Edmonton, Alta.; Department of Radiology (Cohen), and Center for Artificial Intelligence in Machine & Imagery (Cohen) Stanford University, Stanford, Calif.
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Problems in the deployment of machine-learned models in health care
Joseph Paul Cohen, Tianshi Cao, Joseph D. Viviano, Chin-Wei Huang, Michael Fralick, Marzyeh Ghassemi, Muhammad Mamdani, Russell Greiner, Yoshua Bengio
CMAJ Sep 2021, 193 (35) E1391-E1394; DOI: 10.1503/cmaj.202066
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