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  2024 (9)
LocalTweets to LocalHealth: A Mental Health Surveillance Framework Based on Twitter Data. Deshpande, V.; Lee, M.; Yao, Z.; Zhang, Z.; Gibbons, J. B.; and Yu, H. March 2024. arXiv:2402.13452 [cs]
LocalTweets to LocalHealth: A Mental Health Surveillance Framework Based on Twitter Data [link]Paper   link   bibtex   abstract  
SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization. Mishra, P.; Yao, Z.; Vashisht, P.; Ouyang, F.; Wang, B.; Mody, V. D.; and Yu, H. April 2024. arXiv:2402.13919 [cs]
SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization [link]Paper   link   bibtex   abstract  
Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data. Xu, X.; Yao, B.; Dong, Y.; Gabriel, S.; Yu, H.; Hendler, J.; Ghassemi, M.; Dey, A. K.; and Wang, D. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 8(1): 1–32. March 2024.
Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data [link]Paper   doi   link   bibtex   abstract  
UMass-BioNLP at MEDIQA-M3G 2024: DermPrompt – A Systematic Exploration of Prompt Engineering with GPT-4V for Dermatological Diagnosis. Vashisht, P.; Lodha, A.; Maddipatla, M.; Yao, Z.; Mitra, A.; Yang, Z.; Wang, J.; Kwon, S.; and Yu, H. May 2024. arXiv:2404.17749 [cs]
UMass-BioNLP at MEDIQA-M3G 2024: DermPrompt – A Systematic Exploration of Prompt Engineering with GPT-4V for Dermatological Diagnosis [link]Paper   link   bibtex   abstract  
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text. Mitra, A.; Druhl, E.; Goodwin, R.; and Yu, H. June 2024. arXiv:2406.06056 [cs]
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text [link]Paper   link   bibtex   abstract  
ReadCtrl: Personalizing text generation with readability-controlled instruction learning. Tran, H.; Yao, Z.; Li, L.; and Yu, H. June 2024. arXiv:2406.09205 [cs]
ReadCtrl: Personalizing text generation with readability-controlled instruction learning [link]Paper   link   bibtex   abstract  
A Psychology-based Unified Dynamic Framework for Curriculum Learning. Meng, G.; Zeng, Q.; Lalor, J. P.; and Yu, H. August 2024. arXiv:2408.05326 [cs]
A Psychology-based Unified Dynamic Framework for Curriculum Learning [link]Paper   link   bibtex   abstract  
Large Language Model-based Role-Playing for Personalized Medical Jargon Extraction. Lim, J. H.; Kwon, S.; Yao, Z.; Lalor, J. P.; and Yu, H. August 2024. arXiv:2408.05555 [cs]
Large Language Model-based Role-Playing for Personalized Medical Jargon Extraction [link]Paper   link   bibtex   abstract  
ODD: A Benchmark Dataset for the Natural Language Processing based Opioid Related Aberrant Behavior Detection. Kwon, S.; Wang, X.; Liu, W.; Druhl, E.; Sung, M. L.; Reisman, J. I.; Li, W.; Kerns, R. D.; Becker, W.; and Yu, H. In June 2024. arXiv Number: arXiv:2307.02591 arXiv:2307.02591 [cs]
ODD: A Benchmark Dataset for the Natural Language Processing based Opioid Related Aberrant Behavior Detection [link]Paper   doi   link   bibtex   abstract  
  2023 (22)
An Investigation of the Representation of Social Determinants of Health in the UMLS. Rawat, B. P. S.; Keating, H.; Goodwin, R.; Druhl, E.; and Yu, H. AMIA Annual Symposium Proceedings, 2022: 912–921. April 2023.
An Investigation of the Representation of Social Determinants of Health in the UMLS [link]Paper   link   bibtex   abstract  
H4H: A Comprehensive Repository of Housing Resources for Homelessness. Osebe, S.; Tsai, J.; and Hong, Y. AMIA Summits on Translational Science Proceedings, 2023: 427–437. June 2023.
H4H: A Comprehensive Repository of Housing Resources for Homelessness [link]Paper   link   bibtex   abstract  
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt. Yang, Z.; Kwon, S.; Yao, Z.; and Yu, H. Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence, 37(4): 5366–5374. June 2023.
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt [link]Paper   doi   link   bibtex   abstract  
Evaluating the Efficacy of NoteAid on EHR Note Comprehension among US Veterans through Amazon Mechanical Turk. Lalor, J. P.; Wu, H.; Mazor, K. M.; and Yu, H. International journal of medical informatics, 172: 105006. April 2023.
Evaluating the Efficacy of NoteAid on EHR Note Comprehension among US Veterans through Amazon Mechanical Turk [link]Paper   doi   link   bibtex  
Associations Between Natural Language Processing–Enriched Social Determinants of Health and Suicide Death Among US Veterans. Mitra, A.; Pradhan, R.; Melamed, R. D.; Chen, K.; Hoaglin, D. C.; Tucker, K. L.; Reisman, J. I.; Yang, Z.; Liu, W.; Tsai, J.; and Yu, H. JAMA Network Open, 6(3). March 2023. Publisher: American Medical Association
Associations Between Natural Language Processing–Enriched Social Determinants of Health and Suicide Death Among US Veterans [link]Paper   doi   link   bibtex   abstract  
Intentional Self-Harm Among US Veterans With Traumatic Brain Injury or Posttraumatic Stress Disorder: Retrospective Cohort Study From 2008 to 2017. Rawat, B. P. S.; Reisman, J.; Pogoda, T. K; Liu, W.; Rongali, S.; Aseltine Jr, R. H; Chen, K.; Tsai, J.; Berlowitz, D.; Yu, H.; and Carlson, K. F JMIR Public Health and Surveillance, 9: e42803. July 2023.
Intentional Self-Harm Among US Veterans With Traumatic Brain Injury or Posttraumatic Stress Disorder: Retrospective Cohort Study From 2008 to 2017 [link]Paper   doi   link   bibtex   abstract  
Context Variance Evaluation of Pretrained Language Models for Prompt-based Biomedical Knowledge Probing. Yao, Z.; Cao, Y.; Yang, Z.; and Yu, H. AMIA Summits on Translational Science Proceedings, 2023: 592–601. June 2023.
Context Variance Evaluation of Pretrained Language Models for Prompt-based Biomedical Knowledge Probing [link]Paper   link   bibtex   abstract  
Extracting Biomedical Factual Knowledge Using Pretrained Language Model and Electronic Health Record Context. Yao, Z.; Cao, Y.; Yang, Z.; Deshpande, V.; and Yu, H. AMIA Annual Symposium Proceedings, 2022: 1188–1197. April 2023.
Extracting Biomedical Factual Knowledge Using Pretrained Language Model and Electronic Health Record Context [link]Paper   link   bibtex   abstract  
TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records. Yang, Z.; Mitra, A.; Liu, W.; Berlowitz, D.; and Yu, H. Nature Communications, 14: 7857. November 2023.
TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records [link]Paper   doi   link   bibtex   abstract  
NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes. Wang, J.; Yao, Z.; Yang, Z.; Zhou, H.; Li, R.; Wang, X.; Xu, Y.; and Yu, H. October 2023. Number: arXiv:2310.15959 arXiv:2310.15959 [cs]
NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes [link]Paper   link   bibtex   abstract  
Performance of Multimodal GPT-4V on USMLE with Image: Potential for Imaging Diagnostic Support with Explanations. Yang, Z.; Yao, Z.; Tasmin, M.; Vashisht, P.; Jang, W. S.; Ouyang, F.; Wang, B.; Berlowitz, D.; and Yu, H. November 2023. Pages: 2023.10.26.23297629
Performance of Multimodal GPT-4V on USMLE with Image: Potential for Imaging Diagnostic Support with Explanations [link]Paper   doi   link   bibtex   abstract  
SELF-EXPLAIN: Teaching Large Language Models to Reason Complex Questions by Themselves. Zhao, J.; Yao, Z.; Yang, Z.; and Yu, H. November 2023. Number: arXiv:2311.06985 arXiv:2311.06985 [cs] R0-FoMo: Workshop on Robustness of Few-shot and Zero-shot Learning in Foundation Models at NeurIPS 2023.
SELF-EXPLAIN: Teaching Large Language Models to Reason Complex Questions by Themselves [link]Paper   link   bibtex   abstract  
EHRTutor: Enhancing Patient Understanding of Discharge Instructions. Zhang, Z.; Yao, Z.; Zhou, H.; ouyang , F.; and Yu, H. October 2023. To appear in NeurIPS'23 Workshop on Generative AI for Education (GAIED), December, New Orleans
EHRTutor: Enhancing Patient Understanding of Discharge Instructions [link]Paper   doi   link   bibtex   abstract  
Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization. Mishra, P.; Yao, Z.; Chen, S.; Wang, B.; Mittal, R.; and Yu, H. October 2023. NeurIPS 2023 Workshop SyntheticData4ML Accepted
Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization [link]Paper   link   bibtex   abstract  
Improving Summarization with Human Edits. Yao, Z.; Schloss, B. J.; and Selvaraj, S. P. December 2023. EMNLP 2023
Improving Summarization with Human Edits [link]Paper   link   bibtex   abstract  
PaniniQA: Enhancing Patient Education Through Interactive Question Answering. Cai, P.; Yao, Z.; Liu, F.; Wang, D.; Reilly, M.; Zhou, H.; Li, L.; Cao, Y.; Kapoor, A.; Bajracharya, A.; Berlowitz, D.; and Yu, H. Transactions of the Association for Computational Linguistics. August 2023. Equal contributions for the first two authors.
PaniniQA: Enhancing Patient Education Through Interactive Question Answering [link]Paper   link   bibtex   abstract  
Revisiting the Architectures like Pointer Networks to Efficiently Improve the Next Word Distribution, Summarization Factuality, and Beyond. Chang, H.; Yao, Z.; Gon, A.; Yu, H.; and McCallum, A. July 2023. ACL 2023, equal contribution from the first two authors.
Revisiting the Architectures like Pointer Networks to Efficiently Improve the Next Word Distribution, Summarization Factuality, and Beyond [link]Paper   link   bibtex   abstract  
Automated identification of eviction status from electronic health record notes. Yao, Z.; Tsai, J.; Liu, W.; Levy, D. A; Druhl, E.; Reisman, J. I; and Yu, H. Journal of the American Medical Informatics Association,ocad081. May 2023.
Automated identification of eviction status from electronic health record notes [link]Paper   doi   link   bibtex   abstract