Predicting non-alcoholic fatty liver disease (NAFLD) using machine learning algorithms: Evidence from a large-scale community cohort in Taiwan.

Saved in:
Bibliographic Details
Title: Predicting non-alcoholic fatty liver disease (NAFLD) using machine learning algorithms: Evidence from a large-scale community cohort in Taiwan.
Authors: Lin TC; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Wei YJ; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Liang PC; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Tsai PC; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Lin YH; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Hsieh MH; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; Health Management Center, Department of Occupational and Environmental Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Jang TY; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Wang CW; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Hsieh MY; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; Department of Internal Medicine, Gangshan Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan., Lin ZY; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Yeh ML; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; Health Management Center, Department of Occupational and Environmental Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan.; School of Medicine and Doctoral Program of Clinical and Experimental Medicine, College of Medicine and Center of Excellence for Metabolic Associated Fatty Liver Disease, National Sun Yat-sen University, Kaohsiung, Taiwan., Huang JF; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Huang CF; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Chuang WL; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Yu ML; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; Health Management Center, Department of Occupational and Environmental Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan., Dai CY; Hepatobiliary Division, Department of Internal Medicine, Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; Health Management Center, Department of Occupational and Environmental Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Medicine, Drug Development and Value Creation Research Center, Center for Metabolic Disorders and Obesity, Kaohsiung Medical University, Kaohsiung, Taiwan.; Department of Internal Medicine, Gangshan Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.; College of Professional Studies, National Pingtung University of Science and Technology, Pingtung, Taiwan., Shi HY; Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, Kaohsiung, Taiwan.; Master of Health Care Management, Department of Business Management, National Sun Yat-sen University, Kaohsiung, Taiwan.; Department of Medical Research, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan.; Department of Medical Research, China Medical University Hospital, China Medical University, Taichung, Taiwan.
Source: Bioscience trends [Biosci Trends] 2026 Mar 04; Vol. 20 (1), pp. 80-90. Date of Electronic Publication: 2026 Feb 27.
Publication Type: Journal Article
Journal Info: Publisher: International Research and Cooperation Association for Bio & Socio-Sciences Advancement Country of Publication: Japan NLM ID: 101502754 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1881-7823 (Electronic) Linking ISSN: 18817815 NLM ISO Abbreviation: Biosci Trends Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1881-7823
DOI:10.5582/bst.2025.01323