Th.1.9.4
HIGH-FIDELITY CLINICAL INFORMATION EXTRACTION VIA FULL-PARAMETER FINE-TUNED LLMS
Paul Dumont, Alexandre Buisson, University of North Carolina; Alban Gaydamour, CPE Lyon; Maxwell Shin, Adam Hershey, University of Michigan; Rodrigo Teixeira, University of Sao Paulo; Aron Aliaga, Marilia Yatabe, Alexandre DaSilva, University of Michigan; Najla Al Turkestani, King Abdulaziz University; Tengfei Li, University of North Carolina; Joao Goncalves, Daniela Goncalves, State University of Sao Paulo; Larry Worlford, Baylor College; Jonas Bianchi, University of the Pacific; Runpeng Dai, Hongtu Zhu, University of North Carolina; Marcela Gurgel, Eduardo Caleme, Claudia Mattos, Selene Barone, University of Michigan; Felicia Miranda, University of Sao Paulo; Lucia Cevidanes, University of North Carolina
Session:
Th.1.9: Clinical NLP, Information Extraction & EHR Text Mining Oral
Track:
Biomedical & Health Informatics
Location:
Room 701B
Presentation Time:
Thursday, 30 July, 09:15 - 09:30
Session Co-Chairs:
George Kolostoumpis and Bo Yang
Presentation
Discussion
Resources
No resources available.
Session Th.1.9
Th.1.9.1: Japanese Electronic Medical Records to MeSH: A Cross-Lingual Medication Entity-Linking Pipeline
Kenichiro Akagi, NEC Corporation; Sebastien Nicolas, NEC Laboratories Europe; Daisaku Shibata, NEC Corporation; Kiril Gashteovski, NEC Laboratories Europe; Masanori Tsujikawa, NEC Corporation; Takatoshi Enomoto, Yuya Shirai, Yasushi Shintani, Masahiro Yanagawa, Kazutake Tsujikawa, Toshihiro Takeda, Yoshito Takeda, Atsushi Kumanogoh, Mari Nogami-Itoh, The University of Osaka; Takashi Ohnishi, Masahiro Kubo, NEC Corporation
Th.1.9.2: A LARGE LANGUAGE MODEL BASED PIPELINE FOR REVIEW OF SYSTEMS ENTITY RECOGNITION FROM CLINICAL NOTES
Hieu Nghiem, Zhuqi Miao, Oklahoma State University; Hemanth Reddy Singareddy, The State University of New York at New Paltz; Jivan Lamichhane, The State University of New York, Upstate Medical University; Abdulaziz Ahmed, University of Alabama at Birmingham; Johnson Thomas, William Paiva, Dursun Delen, Oklahoma State University
Th.1.9.3: Entity-Preserving Biomedical Abstract Augmentation via Constraint-Driven Distillation
Jyun-Ping Kao, Rishi Ananth, Harvard Medical School and Massachusetts General Brigham; Wooyong Choi, Sanggoo Kang, MedySapiens; Jonghye Woo, Harvard Medical School and Massachusetts General Brigham; ,
Th.1.9.4: HIGH-FIDELITY CLINICAL INFORMATION EXTRACTION VIA FULL-PARAMETER FINE-TUNED LLMS
Paul Dumont, Alexandre Buisson, University of North Carolina; Alban Gaydamour, CPE Lyon; Maxwell Shin, Adam Hershey, University of Michigan; Rodrigo Teixeira, University of Sao Paulo; Aron Aliaga, Marilia Yatabe, Alexandre DaSilva, University of Michigan; Najla Al Turkestani, King Abdulaziz University; Tengfei Li, University of North Carolina; Joao Goncalves, Daniela Goncalves, State University of Sao Paulo; Larry Worlford, Baylor College; Jonas Bianchi, University of the Pacific; Runpeng Dai, Hongtu Zhu, University of North Carolina; Marcela Gurgel, Eduardo Caleme, Claudia Mattos, Selene Barone, University of Michigan; Felicia Miranda, University of Sao Paulo; Lucia Cevidanes, University of North Carolina
Th.1.9.5: COUNTERFACTUAL CULTURAL CUES REDUCE MEDICAL QA ACCURACY IN LLMS: IDENTIFIER VS CONTEXT EFFECTS
AmirHossein Haji Mohammad Rezaei, Zahra Shakeri, University of Toronto
Th.1.9.6: BENCHMARKING LARGE LANGUAGE MODELS FOR EVIDENCE-GROUNDED VARIABLE RELATIONSHIP EXTRACTION IN BIOMEDICAL RESEARCH: A PILOT STUDY
Herdiantri Sufriyana, Emily Chia-Yu Su, National Yang Ming Chiao Tung University
Resources
No resources available.