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.

Chen J, Su L, Li Y, Lin M, Peng Y, Sun C.  2025.  A multimodal approach for few-shot biomedical named entity recognition in low-resource languages.. J Biomed Inform. 161:104754.

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.

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.

Xu RLi, Wang S, Wang Z, Zhang Y, Xiao Y, Pathak J, Hodge D, Leng Y, S Watkins C, Ding Y et al..  2024.  Analyzing Social Factors to Enhance Suicide Prevention Across Population Groups.. Proc (IEEE Int Conf Healthc Inform). 2024:189-199.

Zhang G, Jin Q, Zhou Y, Wang S, Idnay B, Luo Y, Park E, Nestor JG, Spotnitz ME, Soroush A et al..  2024.  Closing the gap between open source and commercial large language models for medical evidence summarization.. NPJ Digit Med. 7(1):239.

Xiao Y, Bi K, Yip PSiu-Fai, Cerel J, Brown TT, Peng Y, Pathak J, J Mann J.  2024.  Decoding Suicide Decedent Profiles and Signs of Suicidal Intent Using Latent Class Analysis.. JAMA Psychiatry. 81(6):595-605.

Wei Y, Deng Y, Sun C, Lin M, Jiang H, Peng Y.  2024.  Deep learning with noisy labels in medical prediction problems: a scoping review.. J Am Med Inform Assoc. 31(7):1596-1607.

Su L, Chen J, Peng Y, Sun C.  2024.  Demonstration-based learning for few-shot biomedical named entity recognition under machine reading comprehension.. J Biomed Inform. 159:104739.

Zhou Y, Ong H, Kennedy P, Wu CC, Kazam J, Hentel K, Flanders A, Shih G, Peng Y.  2024.  Evaluating GPT-V4 (GPT-4 with Vision) on Detection of Radiologic Findings on Chest Radiographs.. Radiology. 311(2):e233270.

Tam TYu Chow, Sivarajkumar S, Kapoor S, Stolyar AV, Polanska K, McCarthy KR, Osterhoudt H, Wu X, Visweswaran S, Fu S et al..  2024.  A framework for human evaluation of large language models in healthcare derived from literature review.. NPJ Digit Med. 7(1):258.

Holste G, Lin M, Zhou R, Wang F, Liu L, Yan Q, Van Tassel SH, Kovacs K, Chew EY, Lu Z et al..  2024.  Harnessing the power of longitudinal medical imaging for eye disease prognosis using Transformer-based sequence modeling.. NPJ Digit Med. 7(1):216.

Jin Q, Chen F, Zhou Y, Xu Z, Cheung JM, Chen R, Summers RM, Rousseau JF, Ni P, Landsman MJ et al..  2024.  Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine.. NPJ Digit Med. 7(1):190.

Lin M, Li T, Sun Z, Holste G, Ding Y, Wang F, Shih G, Peng Y.  2024.  Improving Fairness of Automated Chest Radiograph Diagnosis by Contrastive Learning.. Radiol Artif Intell. 6(5):e230342.

Lu Z, Peng Y, Cohen T, Ghassemi M, Weng C, Tian S.  2024.  Large language models in biomedicine and health: current research landscape and future directions.. J Am Med Inform Assoc. 31(9):1801-1811.

Zhang G, Jin Q, McInerney DJered, Chen Y, Wang F, Cole CL, Yang Q, Wang Y, Malin BA, Peleg M et al..  2024.  Leveraging generative AI for clinical evidence synthesis needs to ensure trustworthiness.. J Biomed Inform. 153:104640.

Wang S, Zhou Y, Han Z, Tao C, Xiao Y, Ding Y, Ghosh J, Peng Y.  2024.  A natural language processing approach to detect inconsistencies in death investigation notes attributing suicide circumstances.. Commun Med (Lond). 4(1):199.

Liu H, Soroush A, Nestor JG, Park E, Idnay B, Fang Y, Pan J, Liao S, Bernard M, Peng Y et al..  2024.  Retrieval augmented scientific claim verification.. JAMIA Open. 7(1):ooae021.

Zhang G, Zhou Y, Hu Y, Xu H, Weng C, Peng Y.  2024.  A span-based model for extracting overlapping PICO entities from randomized controlled trial publications.. J Am Med Inform Assoc. 31(5):1163-1171.

Lovitt M, Ma H, Wang S, Peng Y.  2024.  Suicide Risk Assessment on Social Media with Semi-Supervised Learning.. Proc IEEE Int Conf Big Data. 2024:8541-8549.

Yang Y, Lin M, Zhao H, Peng Y, Huang F, Lu Z.  2024.  A survey of recent methods for addressing AI fairness and bias in biomedicine.. J Biomed Inform. 154:104646.

Holste G, Zhou Y, Wang S, Jaiswal A, Lin M, Zhuge S, Yang Y, Kim D, Nguyen-Mau T-H, Tran M-T et al..  2024.  Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge.. Med Image Anal. 97:103224.