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AI recognition of patient race in medical imaging: a modelling study.
Gichoya JW, Banerjee I, Bhimireddy AR, Burns JL, Celi LA, Chen LC, Correa R, Dullerud N, Ghassemi M, Huang SC, Kuo PC, Lungren MP, Palmer LJ, Price BJ, Purkayastha S, Pyrros AT, Oakden-Rayner L, Okechukwu C, Seyyed-Kalantari L, Trivedi H, Wang R, Zaiman Z, Zhang H. Gichoya JW, et al. Lancet Digit Health. 2022 Jun;4(6):e406-e414. doi: 10.1016/S2589-7500(22)00063-2. Epub 2022 May 11. Lancet Digit Health. 2022. PMID: 35568690 Free PMC article.
Preparing Medical Imaging Data for Machine Learning.
Willemink MJ, Koszek WA, Hardell C, Wu J, Fleischmann D, Harvey H, Folio LR, Summers RM, Rubin DL, Lungren MP. Willemink MJ, et al. Radiology. 2020 Apr;295(1):4-15. doi: 10.1148/radiol.2020192224. Epub 2020 Feb 18. Radiology. 2020. PMID: 32068507 Free PMC article.
Cross-Modal Data Programming Enables Rapid Medical Machine Learning.
Dunnmon JA, Ratner AJ, Saab K, Khandwala N, Markert M, Sagreiya H, Goldman R, Lee-Messer C, Lungren MP, Rubin DL, Ré C. Dunnmon JA, et al. Patterns (N Y). 2020 May 8;1(2):100019. doi: 10.1016/j.patter.2020.100019. Epub 2020 Apr 28. Patterns (N Y). 2020. PMID: 32776018 Free PMC article.
11 results