Publications

Zhang Y, Wei Y, Wang Y, Xiao Y, Poropatich CRet Ronald, Haas GL, Zhang Y, Weng C, Liu J, Brenner LA et al..  2025.  Machine learning applications related to suicide in military and Veterans: A scoping literature review.. J Biomed Inform. 167:104848.

Zhang Y, Wei Y, Wang Y, Xiao Y, Poropatich CRet Ronald, Haas GL, Zhang Y, Weng C, Liu J, Brenner LA et al..  2025.  Machine learning applications related to suicide in military and Veterans: A scoping literature review.. J Biomed Inform. 167:104848.

Zhang Y, Wei Y, Wang Y, Xiao Y, Poropatich CRet Ronald, Haas GL, Zhang Y, Weng C, Liu J, Brenner LA et al..  2025.  Machine learning applications related to suicide in military and Veterans: A scoping literature review.. J Biomed Inform. 167:104848.

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.

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.

Ma H, Xu Z, Chung W, Weng C, Peng Y.  2025.  A Pilot Meta-Research on Evolving Evidence Behind Genetic Variant (Re)Classification.. Stud Health Technol Inform. 329:108-112.

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.

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.

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.

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.

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.

Chen F, Zhang G, Fang Y, Peng Y, Weng C.  2025.  Semi-supervised learning from small annotated data and large unlabeled data for fine-grained Participants, Intervention, Comparison, and Outcomes entity recognition.. J Am Med Inform Assoc. 32(3):555-565.

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.

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.

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.

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