Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis

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Main Authors: Joseph C. Ahn, Yung-Kyun Noh, Mingzhao Hu, Xiaotong Shen, Vijay H. Shah, Patrick S. Kamath
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Gastro Hep Advances
Online Access:http://www.sciencedirect.com/science/article/pii/S2772572325000305
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author Joseph C. Ahn
Yung-Kyun Noh
Mingzhao Hu
Xiaotong Shen
Vijay H. Shah
Patrick S. Kamath
author_facet Joseph C. Ahn
Yung-Kyun Noh
Mingzhao Hu
Xiaotong Shen
Vijay H. Shah
Patrick S. Kamath
author_sort Joseph C. Ahn
collection DOAJ
format Article
id doaj-art-ccfd144b88b74e86945a172ae3100d11
institution DOAJ
issn 2772-5723
language English
publishDate 2025-01-01
publisher Elsevier
record_format Article
series Gastro Hep Advances
spelling doaj-art-ccfd144b88b74e86945a172ae3100d112025-08-20T03:16:08ZengElsevierGastro Hep Advances2772-57232025-01-014610064310.1016/j.gastha.2025.100643Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute CholangitisJoseph C. Ahn0Yung-Kyun Noh1Mingzhao Hu2Xiaotong Shen3Vijay H. Shah4Patrick S. Kamath5Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota; Department of Computer Science, Hanyang University, Seoul, South KoreaDivision of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MinnesotaSchool of Statistics, University of Minnesota, Minneapolis, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota; Correspondence: Address correspondence to: Patrick S. Kamath, MD, Division of Gastroenterology and Hepatology, Mayo Clinic, 200 First Street SW Rochester, Minnesota 55905.http://www.sciencedirect.com/science/article/pii/S2772572325000305
spellingShingle Joseph C. Ahn
Yung-Kyun Noh
Mingzhao Hu
Xiaotong Shen
Vijay H. Shah
Patrick S. Kamath
Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
Gastro Hep Advances
title Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
title_full Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
title_fullStr Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
title_full_unstemmed Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
title_short Use of Artificial Intelligence–Generated Synthetic Data to Augment and Enhance the Performance of Clinical Prediction Models in Patients With Alcohol-Associated Hepatitis and Acute Cholangitis
title_sort use of artificial intelligence generated synthetic data to augment and enhance the performance of clinical prediction models in patients with alcohol associated hepatitis and acute cholangitis
url http://www.sciencedirect.com/science/article/pii/S2772572325000305
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