Large language models with supervised fine-tuning for inflammatory bowel disease diagnosis and prognosis

doi:10.3748/wjg.123087

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World Journal of Gastroenterology

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1007-9327

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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Copyright: ©Author(s) 2027. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Gastroenterol. Jan 7, 2027; 33(1): 123087
Published online Jan 7, 2027. doi: 10.3748/wjg.123087

Table 1 The distribution of disease types in the training set

Disease name	Disease category	Number (n = 97)
Ulcerative colitis	IBD	22
Crohn’s disease	IBD	39
IBD-unclassified	IBD	2
Chronic diarrhea	Differential diagnosis	6
Functional diarrhea	Differential diagnosis	5
Food intolerance-associated diarrhea	Differential diagnosis	1
Infectious diarrhea	Differential diagnosis	2
Diarrhea, unspecified	Differential diagnosis	4
Functional abdominal pain	Differential diagnosis	6
Constipation	Differential diagnosis	8
Familial adenomatous polyposis	Differential diagnosis	2

IBD: Inflammatory bowel disease.

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Citation: Zhou SM, Zhang MJ, Zhang SL, Chen T, Wei ZJ, Dong HB, Cui Q, Li M, Wang D, Wang HC, Guan YR, Yang HH, Jiangtulu B, Cui B, Xu Q, Zhao Y, Jiang X. Large language models with supervised fine-tuning for inflammatory bowel disease diagnosis and prognosis. World J Gastroenterol 2027; 33(1): 123087
URL: https://www.wjgnet.com/1007-9327/full/v33/i1/123087.htm
DOI: https://dx.doi.org/10.3748/wjg.123087

Zhou SM, Zhang MJ, Zhang SL, Chen T, Wei ZJ, Dong HB, Cui Q, Li M, Wang D, Wang HC, Guan YR, Yang HH, Jiangtulu B, Cui B, Xu Q, Zhao Y, Jiang X. Large language models with supervised fine-tuning for inflammatory bowel disease diagnosis and prognosis. World J Gastroenterol 2027; 33(1): 123087 [DOI: 10.3748/wjg.123087]

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