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Toward fairness in artificial intelligence for medical image analysis: identification and mitigation of potential biases in the roadmap from data collection to model deployment.
Drukker K, Chen W, Gichoya J, Gruszauskas N, Kalpathy-Cramer J, Koyejo S, Myers K, Sá RC, Sahiner B, Whitney H, Zhang Z, Giger M. Drukker K, et al. J Med Imaging (Bellingham). 2023 Nov;10(6):061104. doi: 10.1117/1.JMI.10.6.061104. Epub 2023 Apr 26. J Med Imaging (Bellingham). 2023. PMID: 37125409 Free PMC article.
Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons.
Whitney HM, Baughan N, Myers KJ, Drukker K, Gichoya J, Bower B, Chen W, Gruszauskas N, Kalpathy-Cramer J, Koyejo S, Sá RC, Sahiner B, Zhang Z, Giger ML. Whitney HM, et al. J Med Imaging (Bellingham). 2023 Nov;10(6):61105. doi: 10.1117/1.JMI.10.6.061105. Epub 2023 Jul 18. J Med Imaging (Bellingham). 2023. PMID: 37469387 Free PMC article.
Breathing Life Into Artificial Intelligence.
Trivedi H, Gichoya J. Trivedi H, et al. Crit Care Med. 2024 Feb 1;52(2):345-348. doi: 10.1097/CCM.0000000000006124. Epub 2024 Jan 19. Crit Care Med. 2024. PMID: 38240516 No abstract available.
The EMory BrEast imaging Dataset (EMBED): A Racially Diverse, Granular Dataset of 3.4 Million Screening and Diagnostic Mammographic Images.
Jeong JJ, Vey BL, Bhimireddy A, Kim T, Santos T, Correa R, Dutt R, Mosunjac M, Oprea-Ilies G, Smith G, Woo M, McAdams CR, Newell MS, Banerjee I, Gichoya J, Trivedi H. Jeong JJ, et al. Radiol Artif Intell. 2023 Jan 4;5(1):e220047. doi: 10.1148/ryai.220047. eCollection 2023 Jan. Radiol Artif Intell. 2023. PMID: 36721407 Free PMC article.
109 results