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 quality of social determinants data in the electronic health record: a systematic review

LA Cook, J Sachs, NG Weiskopf - Journal of the American …, 2022 - academic.oup.com
Objective The aim of this study was to collect and synthesize evidence regarding data
quality problems encountered when working with variables related to social determinants of …

Examination of stigmatizing language in the electronic health record

G Himmelstein, D Bates, L Zhou - JAMA Network Open, 2022 - jamanetwork.com
Importance Stigmatizing language in the electronic health record (EHR) may alter treatment
plans, transmit biases between clinicians, and alienate patients. However, neither the …

Toward a fine-scale population health monitoring system

GM Belbin, S Cullina, S Wenric, ER Soper… - Cell, 2021 - cell.com
Understanding population health disparities is an essential component of equitable
precision health efforts. Epidemiology research often relies on definitions of race and …

All quality improvement is health equity work: designing improvement to reduce disparities

KC Lion, EZ Faro, TR Coker - Pediatrics, 2022 - publications.aap.org
Quality improvement (QI) can be a critical means by which to achieve equity in health and
health care. QI efforts, however, often fail to be designed and implemented through the lens …

[HTML][HTML] Racial and ethnic disparities in cervical cancer screening from three US healthcare settings

JC Spencer, JJ Kim, JA Tiro, SJ Feldman… - American journal of …, 2023 - Elsevier
Introduction This study sought to characterize racial and ethnic disparities in cervical cancer
screening and follow-up of abnormal findings across 3 US healthcare settings. Methods …

Racial and ethnic disparities in emergency department restraint use: a multicenter retrospective analysis

JA Carreras Tartak, N Brisbon, S Wilkie… - Academic …, 2021 - Wiley Online Library
Background Research regarding disparities in physical restraint use in the emergency
department (ED) is limited. We evaluated the role of race, ethnicity, and preferred language …

The Hispanic/Latinx perinatal paradox in the United States: a sco** review and recommendations to guide future research

D Montoya-Williams, VG Williamson, M Cardel… - Journal of immigrant and …, 2021 - Springer
For decades, epidemiologists have documented a health advantage among Hispanic/Latinx
individuals who live in the United States, despite their significant socioeconomic barriers …

Required sexual orientation and gender identity reporting by US health centers: first-year data

C Grasso, H Goldhammer, D Funk… - … Journal of Public …, 2019 - ajph.aphapublications.org
Objectives. To assess the performance of US health centers during the first year of required
sexual orientation and gender identity (SOGI) data reporting and to estimate the baseline …

Using rising tides to lift all boats: equity-focused quality improvement as a tool to reduce neonatal health disparities

V Reichman, SS Brachio, CR Madu… - Seminars in Fetal and …, 2021 - Elsevier
Evidence of health disparities affecting newborns abounds. Although quality improvement
(QI) methodology is often suggested as a tool to advance health equity, the impact of QI …