The automation of bias in medical Artificial Intelligence (AI): Decoding the past to create a better future

I Straw - Artificial intelligence in medicine, 2020 - Elsevier
Medicine is at a disciplinary crossroads. With the rapid integration of Artificial Intelligence
(AI) into the healthcare field the future care of our patients will depend on the decisions we …

[HTML][HTML] Sources of bias in artificial intelligence that perpetuate healthcare disparities—A global review

LA Celi, J Cellini, ML Charpignon, EC Dee… - PLOS Digital …, 2022 - journals.plos.org
Background While artificial intelligence (AI) offers possibilities of advanced clinical
prediction and decision-making in healthcare, models trained on relatively homogeneous …

Mitigating bias in AI at the point of care

M DeCamp, C Lindvall - Science, 2023 - science.org
Artificial intelligence (AI) shows promise for improving basic and translational science,
medicine, and public health, but its success is not guaranteed. Numerous examples have …

[HTML][HTML] Considerations for addressing bias in artificial intelligence for health equity

MD Abràmoff, ME Tarver, N Loyo-Berrios… - NPJ digital …, 2023 - nature.com
Health equity is a primary goal of healthcare stakeholders: patients and their advocacy
groups, clinicians, other providers and their professional societies, bioethicists, payors and …

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
The emergence and increasing use of artificial intelligence and machine learning (AI/ML) in
healthcare practice and delivery is being greeted with both optimism and caution. We focus …

[PDF][PDF] Addressing bias in big data and AI for health care: A call for open science

N Norori, Q Hu, FM Aellen, FD Faraci, A Tzovara - Patterns, 2021 - cell.com
Artificial intelligence (AI) has an astonishing potential in assisting clinical decision making
and revolutionizing the field of health care. A major open challenge that AI will need to …

Algorithmic fairness in artificial intelligence for medicine and healthcare

RJ Chen, JJ Wang, DFK Williamson, TY Chen… - Nature biomedical …, 2023 - nature.com
In healthcare, the development and deployment of insufficiently fair systems of artificial
intelligence (AI) can undermine the delivery of equitable care. Assessments of AI models …

[HTML][HTML] Fairness of artificial intelligence in healthcare: review and recommendations

D Ueda, T Kakinuma, S Fujita, K Kamagata… - Japanese Journal of …, 2024 - Springer
In this review, we address the issue of fairness in the clinical integration of artificial
intelligence (AI) in the medical field. As the clinical adoption of deep learning algorithms, a …

[HTML][HTML] Advancing health equity with artificial intelligence

NM Thomasian, C Eickhoff, EY Adashi - Journal of public health policy, 2021 - Springer
Population and public health are in the midst of an artificial intelligence revolution capable of
radically altering existing models of care delivery and practice. Just as AI seeks to mirror …

AI in health and medicine

P Rajpurkar, E Chen, O Banerjee, EJ Topol - Nature medicine, 2022 - nature.com
Artificial intelligence (AI) is poised to broadly reshape medicine, potentially improving the
experiences of both clinicians and patients. We discuss key findings from a 2-year weekly …