[HTML][HTML] Bias in AI-based models for medical applications: challenges and mitigation strategies

M Mittermaier, MM Raza, JC Kvedar - NPJ Digital Medicine, 2023 - nature.com
Artificial intelligence systems are increasingly being applied to healthcare. In surgery, AI
applications hold promise as tools to predict surgical outcomes, assess technical skills, or …

[HTML][HTML] Human visual explanations mitigate bias in AI-based assessment of surgeon skills

D Kiyasseh, J Laca, TF Haque, M Otiato, BJ Miles… - NPJ Digital …, 2023 - nature.com
Artificial intelligence (AI) systems can now reliably assess surgeon skills through videos of
intraoperative surgical activity. With such systems informing future high-stakes decisions …

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 …

Artificial intelligence and surgery: ethical dilemmas and open issues

L Cobianchi, JM Verde, TJ Loftus… - Journal of the …, 2022 - journals.lww.com
BACKGROUND: Artificial intelligence (AI) applications aiming to support surgical decision-
making processes are generating novel threats to ethical surgical care. To understand and …

Latent bias and the implementation of artificial intelligence in medicine

M DeCamp, C Lindvall - Journal of the American Medical …, 2020 - academic.oup.com
Increasing recognition of biases in artificial intelligence (AI) algorithms has motivated the
quest to build fair models, free of biases. However, building fair models may be only half the …

Artificial intelligence in surgery: promises and perils

DA Hashimoto, G Rosman, D Rus… - Annals of surgery, 2018 - journals.lww.com
Objective: The aim of this review was to summarize major topics in artificial intelligence (AI),
including their applications and limitations in surgery. This paper reviews the key …

[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 …

Algorithm fairness in ai for medicine and healthcare

RJ Chen, TY Chen, J Lipkova, JJ Wang… - arXiv preprint arXiv …, 2021 - arxiv.org
In the current development and deployment of many artificial intelligence (AI) systems in
healthcare, algorithm fairness is a challenging problem in delivering equitable care. Recent …

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] A multi-institutional study using artificial intelligence to provide reliable and fair feedback to surgeons

D Kiyasseh, J Laca, TF Haque, BJ Miles… - Communications …, 2023 - nature.com
Background Surgeons who receive reliable feedback on their performance quickly master
the skills necessary for surgery. Such performance-based feedback can be provided by a …