Publications

Lin M, Holste G, Wang S, Zhou Y, Wei Y, Banerjee I, Chen P, Dai T, Du Y, Dvornek NC et al..  2025.  CXR-LT 2024: A MICCAI challenge on long-tailed, multi-label, and zero-shot disease classification from chest X-ray.. Med Image Anal. 106:103739.

Lin M, Holste G, Wang S, Zhou Y, Wei Y, Banerjee I, Chen P, Dai T, Du Y, Dvornek NC et al..  2025.  CXR-LT 2024: A MICCAI challenge on long-tailed, multi-label, and zero-shot disease classification from chest X-ray.. Med Image Anal. 106:103739.

Wang Y, Hilsman J, Li C, Morris M, Heider PM, Fu S, Kwak MJi, Wen A, Applegate JR, Wang L et al..  2025.  Development and Validation of Natural Language Processing Algorithms in the ENACT National Electronic Health Record Research Network.. medRxiv.

Zhou Z, Deng Y, Liu L, Jiang H, Peng Y, Yang X, Zhao Y, Ning H, Allen NB, Wilkins JT et al..  2026.  Deep Neural Network With a Smooth Monotonic Output Layer for Dynamic Risk Prediction.. Stat Med. 45(3-5):e70401.

Yang R, Li H, Wong MYu Heng, Ke Y, Li X, Yu K, Liao J, Liew JChong Kai, Nair SVinod, Ong JChiat Ling et al..  2026.  The evolving landscape of large language models and non-large language models in health care.. Npj Health Syst. 3

Yang R, Li H, Wong MYu Heng, Ke Y, Li X, Yu K, Liao J, Liew JChong Kai, Nair SVinod, Ong JChiat Ling et al..  2026.  The evolving landscape of large language models and non-large language models in health care.. Npj Health Syst. 3

Dong H, Lin Y, Zhou P, Feng XZhong, Legasto AClint, Lin M, Chen H, Yang Y, Shih G, Peng Y.  2026.  OVERVIEW OF THE CXR-LT 2026 CHALLENGE: MULTI-CENTER LONG-TAILED AND ZERO SHOT CHEST X-RAY CLASSIFICATION.. Proc IEEE Int Symp Biomed Imaging. 2026

Lin Y, Yang Y, Shih G, Peng Y.  2026.  Rethinking radiology AI benchmarks.. Radiol Adv. 3(3):umag022.

He S, Nie Y, Wang H, Yang S, Wang Y, Cai Z, Chen Z, Xu Y, Wu L, Cheng NShing et al..  2026.  Towards generalizable AI in medicine via Generalist-Specialist Collaboration.. Nat Biomed Eng.