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Comment
. 2021 Sep 13;193(36):E1425-E1429.
doi: 10.1503/cmaj.210036. Epub 2021 Aug 30.

Evaluation of machine learning solutions in medicine

Tony Antoniou  1 , Muhammad Mamdani  2
Affiliations
Comment

Evaluation of machine learning solutions in medicine

Tony Antoniou et al. CMAJ. .
No abstract available

PubMed Disclaimer

Conflict of interest statement

Competing interests: None declared.

Figures

Figure 1:
Figure 1:
Evaluation life cycle of machine-learned systems in health care.
See this image and copyright information in PMC

Comment in

  • Problems in the deployment of machine-learned models in health care.
    Cohen JP, Cao T, Viviano JD, Huang CW, Fralick M, Ghassemi M, Mamdani M, Greiner R, Bengio Y. Cohen JP, et al. CMAJ. 2021 Sep 7;193(35):E1391-E1394. doi: 10.1503/cmaj.202066. Epub 2021 Aug 30. CMAJ. 2021. PMID: 34462316 Free PMC article. No abstract available.
  • Implementing machine learning in medicine.
    Verma AA, Murray J, Greiner R, Cohen JP, Shojania KG, Ghassemi M, Straus SE, Pou-Prom C, Mamdani M. Verma AA, et al. CMAJ. 2021 Aug 30;193(34):E1351-E1357. doi: 10.1503/cmaj.202434. Epub 2021 Aug 29. CMAJ. 2021. PMID: 35213323 Free PMC article. No abstract available.

Comment on

References

    1. Verma AA, Murray J, Grenier R, et al. . Implementing machine learning in medicine. CMAJ 2021;193:E1351–7. - PMC - PubMed
    1. Cohen JP, Cao T, Viviano JD, et al. . Problems in the deployment of machine-learned models in health care. CMAJ 2021. Aug. 30 [Epub ahead of print]. doi: 10.1503/cmaj.202066. - DOI - PMC - PubMed
    1. Kelly CJ, Karthikesalingam A, Suleyman M, et al. . Key challenges for delivering clinical impact with artificial intelligence. BMC Med 2019;17:195. - PMC - PubMed
    1. Steyerberg EW. Clinical prediction models: a practical approach to development, validation, and updating. 2nd ed. Leiden (Netherlands): Springer; 2019.
    1. James G, Witten D, Hastie T, et al. . An introduction to statistical learning. New York: Springer; 2013.