Harnessing language models for streamlined postcolonoscopy patient management: a novel approach

被引:25
作者
Gorelik, Yuri [1 ,2 ]
Ghersin, Itai [1 ,2 ]
Maza, Itay [1 ,2 ]
Klein, Amir [1 ,2 ]
机构
[1] Rambam Hlth Care Campus, Gastroenterol Inst, Haifa, Israel
[2] Technion Israel Inst Technol, Fac Med, Haifa, Israel
关键词
D O I
10.1016/j.gie.2023.06.025
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background and Aims: ChatGPT, an advanced language model, is increasingly used in diverse fields, including medicine. This study explores using ChatGPT to optimize postcolonoscopy management by providing guideline -based recommendations and addressing low compliance rates and timing issues. Methods: In this proof-of-concept study, 20 clinical scenarios were prepared as structured reports and free-text notes, and ChatGPT's responses were evaluated by 2 senior gastroenterologists. Compliance with guidelines and accuracy were assessed, and inter-rater agreement was calculated using Fleiss' kappa coefficient. Results: ChatGPT exhibited 90% compliance with guidelines and 85% accuracy, with a very good inter-rater agreement (Fleiss' kappa coefficient of .84, P < .01). ChatGPT handled multiple variations and descriptions and crafted concise patient letters. Conclusions: Results suggest that ChatGPT could aid healthcare providers in making informed decisions and improve compliance with postcolonoscopy surveillance guidelines. Future research should investigate integrating ChatGPT into electronic health record systems and evaluating its effectiveness in different healthcare settings and populations.
引用
收藏
页码:639 / 641.e4
页数:7
相关论文
共 7 条
[1]  
Achiam OJ, 2023, Arxiv, DOI [arXiv:2303.08774, DOI 10.48550/ARXIV.2303.08774]
[2]   Adherence to post-polypectomy surveillance guidelines: a systematic review and meta-analysis [J].
Djinbachian, Roupen ;
Dube, Anne-Julie ;
Durand, Madeleine ;
Camara, Louopou Rosalie ;
Panzini, Benoit ;
Bouchard, Simon ;
von Renteln, Daniel .
ENDOSCOPY, 2019, 51 (07) :673-683
[3]   Recommendations for Follow-Up After Colonoscopy and Polypectomy: A Consensus Update by the US Multi-Society Task Force on Colorectal Cancer [J].
Gupta, Samir ;
Lieberman, David ;
Anderson, Joseph C. ;
Burke, Carol A. ;
Dominitz, Jason A. ;
Kaltenbach, Tonya ;
Robertson, Douglas J. ;
Shaukat, Aasma ;
Syngal, Sapna ;
Rex, Douglas K. .
GASTROENTEROLOGY, 2020, 158 (04) :1131-+
[4]   Post-polypectomy colonoscopy surveillance: European Society of Gastrointestinal Endoscopy (ESGE) Guideline - Update 2020 [J].
Hassan, Cesare ;
Antonelli, Giulio ;
Dumonceau, Jean-Marc ;
Regula, Jaroslaw ;
Bretthauer, Michael ;
Chaussade, Stanislas ;
Dekker, Evelien ;
Ferlitsch, Monika ;
Gimeno-Garcia, Antonio ;
Jover, Rodrigo ;
Kalager, Mette ;
Pellise, Maria ;
Pox, Christian ;
Ricciardiello, Luigi ;
Rutter, Matthew ;
Helsingen, Lise Morkved ;
Bleijenberg, Arne ;
Senore, Carlo ;
van Hooft, Jeanin E. ;
Dinis-Ribeiro, Mario ;
Quintero, Enrique .
ENDOSCOPY, 2020, 52 (08) :687-700
[5]  
Kung TH, 2023, PLOS Digit Health., V2, DOI DOI 10.1371/JOURNAL.PDIG.0000198
[6]   ChatGPT: the future of discharge summaries? [J].
Patel, Sajan B. ;
Lam, Kyle .
LANCET DIGITAL HEALTH, 2023, 5 (03) :E107-E108
[7]   Adherence to European Society of Gastrointestinal Endoscopy Quality Performance Measures for Upper and Lower Gastrointestinal Endoscopy: A Nationwide Survey From the Italian Society of Digestive Endoscopy [J].
Zagari, Rocco Maurizio ;
Frazzoni, Leonardo ;
Fuccio, Lorenzo ;
Bertani, Helga ;
Crino, Stefano Francesco ;
Magarotto, Andrea ;
Dajti, Elton ;
Tringali, Andrea ;
Carrara, Paola Da Massa ;
Cengia, Gianpaolo ;
Ciliberto, Enrico ;
Conigliaro, Rita ;
Germana, Bastianello ;
Lamazza, Antonietta ;
Pisani, Antonio ;
Spinzi, Giancarlo ;
Capelli, Maurizio ;
Bazzoli, Franco ;
Pasquale, Luigi .
FRONTIERS IN MEDICINE, 2022, 9