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With growing machine learning (ML) applications in healthcare, there have been calls for fairness in ML to understand and mitigate ethical concerns these systems may pose.
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Meredeth Turshen · 1977
Earlier work this paper cites.
Ethnicity: an african predicament
Francis M. Deng · 1997
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Tensions between english and mother tongue teaching in post-colonial africa
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Big data’s disparate impact
Solon Barocas and Andrew D. Selbst · 2016
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Jon M. Kleinberg, Sendhil Mullainathan, and Manish Raghavan · 2016
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Alexandra Chouldechova · 2017
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Counterfactual fairness
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A preliminary study of skin bleaching and factors associated with skin bleaching among women living in zimbabwe
Princess Nyoni-Kachambwa, Wanapa Naravage, Nigel F. James, and Marc Van der Putten · 2021
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Addressing the healthcare needs of african men who have sex with men: Barriers to healthcare and promoting hiv and sti treatment in sub-saharan africa
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Reel Parminder S., Smarti Reel, Ewan Pearson, Emanuele Trucco, and Emily Jefferson · 2021
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Barriers and facilitators to healthcare access for children with disabilities in low and middle income sub-saharan african countries: a scoping review
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The accuracy of pulse oximetry in measuring oxygen saturation by levels of skin pigmentation: a systematic review and meta-analysis
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Fairness guarantees under demographic shift
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Shifting artificial intelligence to be responsible in healthcare: A systematic review
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Evaluation and mitigation of racial bias in clinical machine learning models: Scoping review
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Middle eastern and north african americans may not be perceived, nor perceive themselves, to be white
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New world bank country classifications by income level: 2022-2023, 2022
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Artificial intelligence and machine learning for early detection and diagnosis of colorectal cancer in sub-saharan africa
Akbar K Waljee, Eileen M Weinheimer-Haus, Amina Abubakar, Anthony K Ngugi, Geoffrey H Siwo, Gifty Kwakye, Amit G Singal, Arvind Rao, Sameer D Saini, Andrew J Read, Jessica A Baker, Ulysses Balis, Christopher K Opio, Ji Zhu, and Mansoor N Saleh · 2022
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