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Ensuring Fairness in Machine Learning to Advance Health Equity.
Rajkomar A, Hardt M, Howell MD, Corrado G, Chin MH. Rajkomar A, et al. Among authors: hardt m. Ann Intern Med. 2018 Dec 18;169(12):866-872. doi: 10.7326/M18-1990. Epub 2018 Dec 4. Ann Intern Med. 2018. PMID: 30508424 Free PMC article.
Reply: metrics to assess machine learning models.
Rajkomar A, Dai AM, Sun M, Hardt M, Chen K, Rough K, Dean J. Rajkomar A, et al. Among authors: hardt m. NPJ Digit Med. 2018 Oct 10;1:57. doi: 10.1038/s41746-018-0063-z. eCollection 2018. NPJ Digit Med. 2018. PMID: 31304336 Free PMC article. No abstract available.
Scalable and accurate deep learning with electronic health records.
Rajkomar A, Oren E, Chen K, Dai AM, Hajaj N, Hardt M, Liu PJ, Liu X, Marcus J, Sun M, Sundberg P, Yee H, Zhang K, Zhang Y, Flores G, Duggan GE, Irvine J, Le Q, Litsch K, Mossin A, Tansuwan J, Wang D, Wexler J, Wilson J, Ludwig D, Volchenboum SL, Chou K, Pearson M, Madabushi S, Shah NH, Butte AJ, Howell MD, Cui C, Corrado GS, Dean J. Rajkomar A, et al. Among authors: hardt m. NPJ Digit Med. 2018 May 8;1:18. doi: 10.1038/s41746-018-0029-1. eCollection 2018. NPJ Digit Med. 2018. PMID: 31304302 Free PMC article.