An insight into racial bias in dermoscopy repositories: A HAM10000 data set analysis

A Morales‐Forero, L Rueda Jaime… - JEADV Clinical …, 2024 - Wiley Online Library
Background Studies have revealed a lack of representation of skin of colour patients in
academic sources of dermatologic diseases, including databases. This visual racism has …

[HTML][HTML] Skin of color representation in dermoscopy studies distinguishing benign from malignant skin lesions: A scoping review

LM Fahmy, IM Karantza, CM Schreidah… - JAAD …, 2023 - ncbi.nlm.nih.gov
Among the 159 studies, only 8 (5.0%) reported subject race and/or ethnicity, with 7/8 studies
including White patients. Only 1 study explicitly included Black, Native American, or Pacific …

[HTML][HTML] Racial underrepresentation in dermatological datasets leads to biased machine learning models and inequitable healthcare

G Kleinberg, MJ Diaz, S Batchu… - Journal of biomed …, 2022 - ncbi.nlm.nih.gov
Objective: Clinical applications of machine learning are promising as a tool to improve
patient outcomes through assisting diagnoses, treatment, and analyzing risk factors for …

[PDF][PDF] Disparities in Skin Colour Representation in North American Dermatological Educational Resources

F Li, JJ Zhang - ojs.library.queensu.ca
Extensive research has demonstrated that skin of colour is underrepresented in clinical
images within North American dermatologic educational resources. The lack of diversity of …

[图书][B] Dermoscopy in general dermatology for skin of color

E Errichetti, A Lallas - 2021 - books.google.com
Dermoscopy can be a useful tool to evaluate skin of color for general dermatologic diseases;
however, it does require practitioners to be aware of many points of difference from patients …

[引用][C] 53381 Skin Color Representation in Public Images used to Depict Conditions Commonly Affecting Skin of Color

C Gonzalez, R Kundu - Journal of the American Academy of Dermatology, 2024 - jaad.org
Background: Representation of skin of color (SOC) among publicly available images has not
been thoroughly investigated. Purpose: Elucidate the discrepancy between SOC …

Improving Identification of Dermatological Conditions in Skin of Color

S Afshari BS, S Kalsi MS - 2022 - scholarworks.uvm.edu
Vermont primary care practitioners are less likely to have experience diagnosing dark skin
tones given that the state population is 94.2% white. Only 4.5% of images in general …

Representation and misdiagnosis of dark skin in a large-scale visual diagnostic challenge

JA Diao, AS Adamson - Journal of the American Academy of Dermatology, 2022 - jaad.org
Using over 40 million responses from the weekly multiple-choice New England Journal of
Medicine Image Challenge, we aimed to investigate the differences in representation and …

34369 Could current skin typing systems in Dermatology contribute to data bias for the development of clinical digital technologies in the UK?

N Paul - Journal of the American Academy of Dermatology, 2022 - jaad.org
Methods: A literature review was conducted to determine current skin color typing systems
used by clinicians in healthcare. Results: The principal skin color typing systems used in …

Absence of skin of colour images in online dermatology atlases and open-access datasets

A Ji-Xu, K Artounian, CJ Moezinia - Medical Teacher, 2023 - Taylor & Francis
We read with interest the article by Passby (2021) showing substantial underrepresentation
of skin of colour images in best-selling dermatology textbooks. This underrepresentation …