Highlighted Publications
For a full list of publications, please visit Google Scholar.
2025
SycEval: Evaluating LLM Sycophancy
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 2025
A longitudinal analysis of declining medical safety messaging in generative AI models
NPJ Digital Medicine, 2025
Artificial Intelligence in Dermatology Research and Drug Discovery
Dermatologic Clinics, 2025
BiasICL: In-context learning and demographic biases of vision language models
MICCAI, 2025
Evaluating anti-LGBTQIA+ medical bias in large language models
PLOS Digital Health, 2025
DREAM: A framework for discovering mechanisms underlying AI prediction of protected attributes
medRxiv, 2025
Multimodal image dataset for AI-based skin cancer (MIDAS) benchmarking
NEJM AI, 2025
Auditing the inference processes of medical-image classifiers by leveraging generative AI and the expertise of physicians
Nature Biomedical Engineering, 2025
Red teaming ChatGPT in medicine to yield real-world insights on model behavior
NPJ Digital Medicine, 2025
It's time to bench the medical exam benchmark
NEJM AI, 2025
2024
Dermatologists' perspectives and usage of large language models in practice: An exploratory survey
Journal of Investigative Dermatology, 2024
A scoping review of reporting gaps in FDA-approved AI medical devices
NPJ Digital Medicine, 2024
Single-lesion skin cancer risk stratification triage pathway
JAMA Dermatology, 2024
The promises and perils of foundation models in dermatology
Journal of Investigative Dermatology, 2024
A framework for evaluating the efficacy of foundation embedding models in healthcare
medRxiv, 2024
Transparent medical image AI via an image-text foundation model grounded in medical literature
Nature Medicine, 2024
CRAFT-MD: A conversational evaluation framework for comprehensive assessment of clinical LLMs
AAAI 2024 Spring Symposium on Clinical Foundation Models, 2024
Patient attitudes toward the AI doctor
Nature Medicine, 2024
2023
ChatGPT may improve access to language-concordant care for patients with non–English language preferences
JMIR Medical Education, 2023
Large language models propagate race-based medicine
NPJ Digital Medicine, 2023
Recommendations for the use of pediatric data in artificial intelligence and machine learning ACCEPT-AI
NPJ Digital Medicine, 2023
Skin Tone Analysis for Representation in Educational Materials (STAR-ED) using machine learning
NPJ Digital Medicine, 2023
Development and clinical evaluation of an artificial intelligence support tool for improving telemedicine photo quality
JAMA Dermatology, 2023
2022
Skincon: A skin disease dataset densely annotated by domain experts for fine-grained debugging and analysis
Advances in Neural Information Processing Systems, 2022
Toward augmented intelligence: The first prospective, randomized clinical trial assessing clinician and artificial intelligence collaboration in dermatology
Journal of Investigative Dermatology, 2022
Disparities in dermatology AI performance on a diverse, curated clinical image set
Science Advances, 2022
2021
Checklist for evaluation of image-based artificial intelligence reports in dermatology: CLEAR derm consensus guidelines from the International Skin Imaging Collaboration artificial intelligence working group
JAMA Dermatology, 2021
Lack of transparency and potential bias in artificial intelligence data sets and algorithms: A scoping review
JAMA Dermatology, 2021
Research techniques made simple: Scientific communication using Twitter
Journal of Investigative Dermatology, 2021