The 2022 n2c2/UW Shared Task on Extracting Social Determinants of Health

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The 2022 n2c2/UW Shared Task on Extracting Social Determinants of Health

13 January 2023

Meliha Yetisgen-Yildiz

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Papers citing "The 2022 n2c2/UW Shared Task on Extracting Social Determinants of Health"

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Title
CACER: Clinical Concept Annotations for Cancer Events and Relations Yujuan Fu Giridhar Kaushik Ramachandran Ahmad Halwani Bridget T. McInnes Fei Xia K. Lybarger Meliha Yetisgen Özlem Uzuner 69 2 0 05 Sep 2024
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text Avijit Mitra Emily Druhl Raelene Goodwin Hong Yu 114 2 0 10 Jun 2024
GAMedX: Generative AI-based Medical Entity Data Extractor Using Large Language Models Mohammed-Khalil Ghali Abdelrahman Farrag Hajar Sakai Hicham El Baz Yu Jin Sarah Lam LM&MA MedIm 88 9 0 31 May 2024
Improving Generalizability of Extracting Social Determinants of Health Using Large Language Models through Prompt-tuning C.A.I. Peng Zehao Yu Kaleb E. Smith W. Lo‐Ciganic Jiang Bian Yonghui Wu LM&MA 51 1 0 19 Mar 2024
Leveraging Large Language Models to Extract Information on Substance Use Disorder Severity from Clinical Notes: A Zero-shot Learning Approach Maria Mahbub Gregory M Dams Sudarshan Srinivasan Caitlin Rizy Ioana Danciu Jodie Trafton Kathryn Knight 69 4 0 18 Mar 2024
Generative Large Language Models Are All-purpose Text Analytics Engines: Text-to-text Learning Is All Your Need C.A.I. Peng Xi Yang Aokun Chen Zehao Yu Kaleb E. Smith Anthony B Costa Mona G. Flores Jiang Bian Yonghui Wu LM&MA 36 8 0 11 Dec 2023
Enhancing Robustness of Foundation Model Representations under Provenance-related Distribution Shifts Xiruo Ding Zhecheng Sheng Brian Hur Feng Chen Serguei V. S. Pakhomov Trevor Cohen OOD 50 0 0 09 Dec 2023
Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction C.A.I. Peng Xi Yang Kaleb E. Smith Zehao Yu Aokun Chen Jiang Bian Yonghui Wu VLM LRM 85 33 0 10 Oct 2023
Backdoor Adjustment of Confounding by Provenance for Robust Text Classification of Multi-institutional Clinical Notes Xiruo Ding Zhecheng Sheng Meliha Yetisgen-Yildiz Serguei V. S. Pakhomov Trevor Cohen 35 3 0 03 Oct 2023
Large Language Models to Identify Social Determinants of Health in Electronic Health Records Marco Guevara Shan Chen S. Thomas T. Chaunzwa I. Franco ... Susan M. Harper Hugo J. W. L. Aerts G. Savova Raymond H. Mak Danielle S. Bitterman LM&MA 77 125 0 11 Aug 2023
Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning Giridhar Kaushik Ramachandran Yujuan Fu Bin Han K. Lybarger Nicholas J. Dobbins Özlem Uzuner Meliha Yetisgen FedML 61 16 0 12 Jun 2023
Clinical Concept and Relation Extraction Using Prompt-based Machine Reading Comprehension C.A.I. Peng Xi Yang Zehao Yu Jiang Bian W. Hogan Yonghui Wu 178 24 0 14 Mar 2023
Task formulation for Extracting Social Determinants of Health from Clinical Narratives Manabu Torii Ian M. Finn S. Doan Paul Wang Elly W. Yang D. Zisook 46 6 0 26 Jan 2023
Leveraging Natural Language Processing to Augment Structured Social Determinants of Health Data in the Electronic Health Record K. Lybarger Nicholas J. Dobbins Ritche Long Angad Singh Patrick Wedgeworth Özlem Ozuner Meliha Yetisgen-Yildiz 49 25 0 14 Dec 2022
SODA: A Natural Language Processing Package to Extract Social Determinants of Health for Cancer Studies Zehao Yu Xi Yang Chong Dang P. Adekkanattu Braja Gopal Patra ... T. George W. Hogan Yi Guo Jiang Bian Yonghui Wu 38 15 0 06 Dec 2022