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

[HTML][HTML] Artificial intelligence and algorithmic bias: implications for health systems

T Panch, H Mattie, R Atun - Journal of global health, 2019 - ncbi.nlm.nih.gov
… The data inequities that generate algorithmic bias are the same as those that determine who
algorithmic bias in health systems, a risk inherent in AI, explore its implications for health

… 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 …

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 …

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. …

Causes and Countermeasures of Algorithmic Bias and Health Inequity

L CHEN, K ZENG, S LI, L TAO, W LIANG… - Chinese General …, 2023 - chinagp.net
… ensure patients' health equity. In this study,we reviewed the causes and coping strategies
related to algorithmic bias in healthcare,with the aim of improving healthcare providers' …

[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 …

The impact of health care algorithms on racial and ethnic disparities: a systematic review

SM Siddique, K Tipton, B Leas, C Jepson… - Annals of Internal …, 2024 - acpjournals.org
… risk (63, 71), and lung cancer eligibility (83), the statistical methods used for model calibration
were modified with innovative techniques designed to mitigate potential algorithmic bias. …

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, …