Addressing algorithmic bias and the perpetuation of health inequities: An AI bias aware framework

R Agarwal, M Bjarnadottir, L Rhue, M Dugas… - Health Policy and …, 2023 - Elsevier
… or standards to address algorithmic bias in healthcare; a gap … of algorithmic bias that may
perpetuate health inequities. We … of bias, in AI, describing how it plays out in the healthcare

… Racial And Ethnic Bias And Advancing Health Equity In Clinical Algorithms: A Scoping Review: Scoping review examines racial and ethnic bias in clinical algorithms

MP Cary Jr, A Zink, S Wei, A Olson, M Yan, R Senior… - Health …, 2023 - healthaffairs.org
… view bias as a contributing factor to health inequities, which can be exacerbated by disparities
in health care access, allocation, and outcomes. Increasing use of clinical algorithms has …

Guiding principles to address the impact of algorithm bias on racial and ethnic disparities in health and health care

MH Chin, N Afsar-Manesh, AS Bierman… - JAMA Network …, 2023 - jamanetwork.com
… Conclusions and Relevance Multiple stakeholders must partner to create systems, processes,
regulations, incentives, standards, and policies to mitigate and prevent algorithmic bias. …

Predictably unequal: understanding and addressing concerns that algorithmic clinical prediction may increase health disparities

JK Paulus, DM Kent - NPJ digital medicine, 2020 - nature.com
algorithmic fairness and algorithmic bias. Fairness concerns apply specifically when algorithms
… event on the one hand and unfair prejudice leading to inequity on the other (akin to what …

[HTML][HTML] Artificial intelligence and health inequities in primary care: a systematic scoping review and framework

A d'Elia, M Gabbay, S Rodgers, C Kierans… - … Community Health, 2022 - ncbi.nlm.nih.gov
… We identified a relative wealth of publications covering algorithmic bias, but in terms of
original research, very few publications discussed the wider impact of AI on patient care and the …

Awareness of racial and ethnic bias and potential solutions to address bias with use of health care algorithms

A Jain, JR Brooks, CC Alford, CS Chang… - JAMA Health …, 2023 - jamanetwork.com
… racial and ethnic bias in algorithms associated with health inequities, often emphasizing the
… -standing inequities. The widespread and increasing use of algorithms in health care and …

Ethical limitations of algorithmic fairness solutions in health care machine learning

MD McCradden, S Joshi, M Mazwi… - … Lancet Digital Health, 2020 - thelancet.com
… interventions and highlight large structural barriers that affect health inequalities. … Algorithmic
fairness could be necessary to fix statistical limitations reflective of perniciously biased data, …

On algorithmic fairness in medical practice

T Grote, G Keeling - Cambridge Quarterly of Healthcare Ethics, 2022 - cambridge.org
… concern that algorithmic bias may perpetuate or exacerbate existing health inequalities.
Hence, it matters that we make precise the different respects in which algorithmic bias can arise …

Bias in algorithms of AI systems developed for COVID-19: A scoping review

J Delgado, A de Manuel, I Parra, C Moyano… - Journal of bioethical …, 2022 - Springer
… Ethical problems related to privacy, consent, and lack of regulation have been identified in
contact tracing while some bias-related health inequalities have been highlighted. There is a …

Technologies and health inequities

S Timmermans, R Kaufman - Annual Review of Sociology, 2020 - annualreviews.org
… of health technologies in health inequities and offer a conceptual framework for studying the
effects of technologies on health … that have been associated with inequity: older advanced …