A research ethics framework for the clinical translation of healthcare machine learning

MD McCradden, JA Anderson… - The American Journal …, 2022 - Taylor & Francis
The application of artificial intelligence and machine learning (ML) technologies in
healthcare have immense potential to improve the care of patients. While there are some …

Identifying ethical considerations for machine learning healthcare applications

DS Char, MD Abràmoff, C Feudtner - The American Journal of …, 2020 - Taylor & Francis
Along with potential benefits to healthcare delivery, machine learning healthcare
applications (ML-HCAs) raise a number of ethical concerns. Ethical evaluations of ML-HCAs …

Ethical machine learning in healthcare

IY Chen, E Pierson, S Rose, S Joshi… - Annual review of …, 2021 - annualreviews.org
The use of machine learning (ML) in healthcare raises numerous ethical concerns,
especially as models can amplify existing health inequities. Here, we outline ethical …

Implementing machine learning in health care—addressing ethical challenges

DS Char, NH Shah, D Magnus - New England Journal of …, 2018 - Mass Medical Soc
Implementing Machine Learning in Health Care We need to consider the ethical challenges
inherent in implementing machine learning in health care if its benefits are to be realized …

What's fair is… fair? Presenting JustEFAB, an ethical framework for operationalizing medical ethics and social justice in the integration of clinical machine learning …

M Mccradden, O Odusi, S Joshi, I Akrout… - Proceedings of the …, 2023 - dl.acm.org
The problem of algorithmic bias represents an ethical threat to the fair treatment of patients
when their care involves machine learning (ML) models informing clinical decision-making …

Ethical Frameworks for Machine Learning in Sensitive Healthcare Applications

H Javed, HA Muqeet, T Javed, AU Rehman… - IEEE …, 2023 - ieeexplore.ieee.org
The application of Machine Learning (ML) in healthcare has opened unprecedented
avenues for predictive analytics, diagnostics, and personalized medicine. However, the …

How bioethics can shape artificial intelligence and machine learning

J Nabi - Hastings Center Report, 2018 - Wiley Online Library
Artificial intelligence and machine learning have the potential to revolutionize the delivery of
health care. But designing machine learning‐based decision support systems is not a …

Machine learning in medicine: should the pursuit of enhanced interpretability be abandoned?

CH Yoon, R Torrance, N Scheinerman - Journal of Medical Ethics, 2022 - jme.bmj.com
We argue why interpretability should have primacy alongside empiricism for several
reasons: first, if machine learning (ML) models are beginning to render some of the high-risk …

Clinical research underlies ethical integration of healthcare artificial intelligence

MD McCradden, EA Stephenson, JA Anderson - Nature Medicine, 2020 - nature.com
Clinical research underlies ethical integration of healthcare artificial intelligence | Nature
Medicine Skip to main content Thank you for visiting nature.com. You are using a browser …

Machine learning in medicine: addressing ethical challenges

E Vayena, A Blasimme, IG Cohen - PLoS medicine, 2018 - journals.plos.org
Machine learning in medicine: Addressing ethical challenges | PLOS Medicine Skip to main
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