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 …

The myth of generalisability in clinical research and machine learning in health care

J Futoma, M Simons, T Panch, F Doshi-Velez… - The Lancet Digital …, 2020 - thelancet.com
An emphasis on overly broad notions of generalisability as it pertains to applications of
machine learning in health care can overlook situations in which machine learning might …

Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: a cross-sectional study

JR Zech, MA Badgeley, M Liu, AB Costa… - PLoS …, 2018 - journals.plos.org
Background There is interest in using convolutional neural networks (CNNs) to analyze
medical imaging to provide computer-aided diagnosis (CAD). Recent work has suggested …

[HTML][HTML] Effects of internet-based cognitive behavioral therapy in routine care for adults in treatment for depression and anxiety: systematic review and meta-analysis

A Etzelmueller, C Vis, E Karyotaki, H Baumeister… - Journal of medical …, 2020 - jmir.org
Background Although there is evidence for the efficacy of internet-based cognitive
behavioral therapy (iCBT), the generalizability of results to routine care is limited. Objective …

Blinding and expectancy confounds in psychedelic randomized controlled trials

SD Muthukumaraswamy, A Forsyth… - Expert review of clinical …, 2021 - Taylor & Francis
Introduction: There is increasing interest in the potential for psychedelic drugs such as
psilocybin, LSD and ketamine to treat several mental health disorders, with a growing …

A review of generalizability and transportability

I Degtiar, S Rose - Annual Review of Statistics and Its …, 2023 - annualreviews.org
When assessing causal effects, determining the target population to which the results are
intended to generalize is a critical decision. Randomized and observational studies each …

Understanding and misunderstanding randomized controlled trials

A Deaton, N Cartwright - Social science & medicine, 2018 - Elsevier
Abstract Randomized Controlled Trials (RCTs) are increasingly popular in the social
sciences, not only in medicine. We argue that the lay public, and sometimes researchers, put …

Evidence for health decision making—beyond randomized, controlled trials

TR Frieden - New England Journal of Medicine, 2017 - Mass Medical Soc
Evidence for Health Decision Making — Beyond Randomized, Controlled Trials | New England
Journal of Medicine Skip to main content The New England Journal of Medicine homepage …

Depressive symptoms and depression in individuals with internet gaming disorder: A systematic review and meta-analysis

EG Ostinelli, C Zangani, B Giordano, D Maestri… - Journal of affective …, 2021 - Elsevier
Background Although depression has frequently been associated with Internet Gaming
Disorder (IGD), its epidemiological impact on this emerging condition has not been …

Incidence and severity of self-reported chemotherapy side effects in routine care: A prospective cohort study

A Pearce, M Haas, R Viney, SA Pearson, P Haywood… - PloS one, 2017 - journals.plos.org
Aim Chemotherapy side effects are often reported in clinical trials; however, there is little
evidence about their incidence in routine clinical care. The objective of this study was to …