Publications

Wang S, Wei Y, Ma H, Lovitt M, Deng K, Meng Y, Xu Z, Zhang J, Xiao Y, Ding Y et al..  2025.  A multi-stage large language model framework for extracting suicide-related social determinants of health.. Commun Med (Lond). 5(1):404.

Liang Y, Zhang G, Sun E, Idnay B, Fang Y, Chen F, Ta C, Peng Y, Weng C.  2025.  Scalable scientific interest profiling using large language models.. J Biomed Inform. 172:104949.

Consoli B, Wang H, Wu X, Wang S, Zhao X, Wang Y, Rousseau J, Hartvigsen T, Shen L, Wu H et al..  2025.  SDoH-GPT: using large language models to extract social determinants of health.. J Am Med Inform Assoc.

Wu P, Lin M, Chen Q, Chew EY, Lu Z, Peng Y, Dong H.  2026.  AMD-Mamba: A Phenotype-Aware Multi-modal Framework for Robust AMD Prognosis.. Mach Learn Med Imaging. 16241:150-160.

Wu P, Lin M, Chen Q, Chew EY, Lu Z, Peng Y, Dong H.  2026.  AMD-Mamba: A Phenotype-Aware Multi-modal Framework for Robust AMD Prognosis.. Mach Learn Med Imaging. 16241:150-160.

Song Y, Zhan Z, Xie F, Wang N, Peng Y, Zhang R, Lin M.  2026.  A cancer-type-aware framework for robust multimodal survival prediction under missing modalities.. Brief Bioinform. 27(2)

Deng R, Martin G, Wang T, Zhang G, Liu Y, Weng C, Wang Y, Rousseau JF, Peng Y.  2026.  CPGPrompt: translating clinical guidelines into large language model-executable decision support.. J Am Med Inform Assoc.

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.

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.

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.

Xu Z, Lin M, Zhou Y, Xu Z, Orlow SJ, Meehan SA, Flamm A, Moshiri AS, Peng Y.  2026.  Establishing dermatopathology encyclopedia DermpathNet with Artificial Intelligence-Based Workflow.. Sci Data. 13(1)

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

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

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