Zero-shot Learning with Minimum Instruction to Extract Social Determinants and Family History from Clinical Notes using GPT Model

Author:

Bhate Neel Jitesh1,Mittal Ansh1,He Zhe2,Luo Xiao3

Affiliation:

1. IUPUI,Department of CIS,Indianapolis,IN,USA

2. Florida State University,School of Information,Tallahassee,FL,USA

3. Oklahoma State University IUPUI,Department of MSIS Department of CIT,Stillwater OK Indianapolis,IN,USA

Funder

Health

Publisher

IEEE

Reference23 articles.

1. Large language models are few-shot clinical information extractors

2. Rule-based extraction of family history information from clinical notes

3. Automated extraction of family history information from clinical notes;Bill

4. Evaluation of gpt-3.5 and gpt-4 for supporting real-world information needs in healthcare delivery;Dash;arXiv preprint arXiv:2304.13714,2023

5. News summarization and evaluation in the era of gpt-3;Goyal;arXiv preprint arXiv:2209.12356,2022

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