Deid-gpt: Zero-shot medical text de-identification by gpt-4

Z Liu, Y Huang, X Yu, L Zhang, Z Wu, C Cao… - arXiv preprint arXiv …, 2023 - arxiv.org
… In this work, we developed a novel GPT4-enabled de-identification framework (“DeID-GPT”) …
used medical text data de-identification methods, our developed DeID-GPT showed the …

Zero and Few Short Learning Using Large Language Models for De-Identification of Medical Records

YS Yashwanth, R Shettar - IEEE Access, 2024 - ieeexplore.ieee.org
… of the de-identification process, surpassing the zero-shot … the performance of a zero-shot
learning GPT-4 model, with 99% … DeIDGPT demonstrates higher accuracy (0.99) and reliability …

De-Identifying Student Personally Identifying Information with GPT-4

S Singhal, AF Zambrano… - … of the 17th …, 2024 - educationaldatamining.org
… use of GPT-4 for de-identifying medical reports, reporting that GPT-4, using a zero-shot prompt…
within the GPT-based de-identification process, we sent the data to GPT-4 three times and …

Instruction-guided deidentification with synthetic test cases for Norwegian clinical text

JA Lund, KØ Mikalsen, J Burman… - Northern Lights …, 2024 - proceedings.mlr.press
… the de-identification task as a set of instructions for GPT-4, … , suggesting that zero-shot
named entity recognition is still a … DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4

[HTML][HTML] Examining the generalizability of pretrained de-identification transformer models on narrative nursing notes

F Chen, SMA Bokhari, K Cato… - Applied Clinical …, 2024 - thieme-connect.com
… On March 14, 2023, Open AI released GPT-4, a significant advancement in large language
… use of GPT for de-identification of clinical notes. Currently, only synthetic medical data can be …

Clinical Insights: A Comprehensive Review of Language Models in Medicine

N Neveditsin, P Lingras, V Mago - arXiv preprint arXiv:2408.11735, 2024 - arxiv.org
… models such as GPT-3.5 and GPT-4. Although the review comprehensively describes …
zero-shot learning, highlights the growing synergy between artificial intelligence and healthcare

[PDF][PDF] De-identification of Clinical Text using sentence embeddings

VMRG Alves - 2024 - repositorio-aberto.up.pt
DeID-GPT [31] is a framework enabled by GPT-4 that automatically identifies and removes
identifying information. The HIPAA guidelines and PHI identifiers are incorporated into the de…

Editing Physicians' Responses Using GPT-4 for Academic Research

MT Weber, J Schaaf, H Storf, TOF Wagner… - dHealth …, 2024 - ebooks.iospress.nl
… One potential avenue for enhancing GPT-4's consistency lies … , into API-driven interactions
with GPT-4, our findings suggest … Deid-gpt: zero-shot medical text de-identification by gpt-4. …

[PDF][PDF] Quantitative Analysis of GPT-4 model: Optimizing Patient Eligibility Classification for Clinical Trials and Reducing Expert Judgment Dependency

A Devi, S Uttrani, A Singla, S Jha, N Dasgupta… - researchgate.net
… of GPT-4 in patient eligibility classification for clinical trials. This research asks the following
research questions: Can GPT-4Deid-gpt: Zero-shot medical text de identification by gpt-4. …

Evaluation of General Large Language Models in Understanding Clinical Concepts Extracted from Adult Critical Care Electronic Health Record Notes

D Liu, C Ding, D Bold, M Bouvier, J Lu, B Shickel… - 2024 - papers.ssrn.com
… , while zeroshot LLaMA 2 outperforms others, GPT-4 still achieves a … zero-shot learning,
fine-tuning significantly enhances its performance, elevating it to a level comparable with GPT-4, …