A deep learning system for differential diagnosis of skin diseases

Y Liu, A Jain, C Eng, DH Way, K Lee, P Bui… - Nature medicine, 2020 - nature.com
Skin conditions affect 1.9 billion people. Because of a shortage of dermatologists, most
cases are seen instead by general practitioners with lower diagnostic accuracy. We present …

Development and assessment of an artificial intelligence–based tool for skin condition diagnosis by primary care physicians and nurse practitioners in …

A Jain, D Way, V Gupta, Y Gao… - JAMA network …, 2021 - jamanetwork.com
Importance Most dermatologic cases are initially evaluated by nondermatologists such as
primary care physicians (PCPs) or nurse practitioners (NPs). Objective To evaluate an …

Evaluating AI systems under uncertain ground truth: a case study in dermatology

D Stutz, AT Cemgil, AG Roy, T Matejovicova… - arXiv preprint arXiv …, 2023 - arxiv.org
For safety, AI systems in health undergo thorough evaluations before deployment, validating
their predictions against a ground truth that is assumed certain. However, this is actually not …