{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,8]],"date-time":"2026-01-08T19:22:34Z","timestamp":1767900154832,"version":"3.49.0"},"reference-count":26,"publisher":"Elsevier BV","issue":"7","license":[{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"funder":[{"DOI":"10.13039\/100004358","name":"Samsung","doi-asserted-by":"publisher","award":["SRFC-IT1901-13"],"award-info":[{"award-number":["SRFC-IT1901-13"]}],"id":[{"id":"10.13039\/100004358","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002380","name":"Hanyang University","doi-asserted-by":"publisher","award":["HY-2019"],"award-info":[{"award-number":["HY-2019"]}],"id":[{"id":"10.13039\/501100002380","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100014364","name":"Samsung Science & Technology Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100014364","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.fr","clinicalkey.jp","mayoclinicproceedings.org","clinicalkey.com.au","clinicalkey.es","clinicalkey.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Mayo Clinic Proceedings"],"published-print":{"date-parts":[[2022,7]]},"DOI":"10.1016\/j.mayocp.2022.01.028","type":"journal-article","created":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T10:11:27Z","timestamp":1656670287000},"page":"1326-1336","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":14,"title":["Machine Learning Techniques Differentiate Alcohol-Associated Hepatitis From Acute Cholangitis in Patients With Systemic Inflammation and Elevated Liver Enzymes"],"prefix":"10.1016","volume":"97","author":[{"given":"Joseph C.","family":"Ahn","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yung-Kyun","family":"Noh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Puru","family":"Rattan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seth","family":"Buryska","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tiffany","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Camille A.","family":"Kezer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chansong","family":"Choi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shivaram Poigai","family":"Arunachalam","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Douglas A.","family":"Simonetto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vijay H.","family":"Shah","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Patrick S.","family":"Kamath","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"7-8","key":"10.1016\/j.mayocp.2022.01.028_bib1","doi-asserted-by":"crossref","first-page":"554","DOI":"10.1111\/ans.13981","article-title":"Acute cholangitis: current concepts","volume":"87","author":"Lan Cheong Wah","year":"2017","journal-title":"ANZ J Surg"},{"key":"10.1016\/j.mayocp.2022.01.028_bib2","first-page":"176","article-title":"De la fievre hepatique symptomatique\u2014comparison avec la fievre uroseptique. Lecons sur les maladies du foie des voies biliares et des reins, Paris","author":"Charcot","year":"1877","journal-title":"Bourneville et Sevestre"},{"issue":"2","key":"10.1016\/j.mayocp.2022.01.028_bib3","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1097\/00000658-195908000-00013","article-title":"Acute obstructive cholangitis; a distinct clinical syndrome","volume":"150","author":"Reynolds","year":"1959","journal-title":"Ann Surg"},{"issue":"1","key":"10.1016\/j.mayocp.2022.01.028_bib4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/jhbp.526","article-title":"Tokyo Guidelines 2018: updated Tokyo Guidelines for the management of acute cholangitis\/acute cholecystitis","volume":"25","author":"Takada","year":"2018","journal-title":"J\u00a0Hepatobiliary Pancreat Sci"},{"issue":"10","key":"10.1016\/j.mayocp.2022.01.028_bib5","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1002\/jhbp.496","article-title":"Indications and techniques of biliary drainage for acute cholangitis in updated Tokyo Guidelines 2018","volume":"24","author":"Mukai","year":"2017","journal-title":"J\u00a0Hepatobiliary Pancreat Sci"},{"key":"10.1016\/j.mayocp.2022.01.028_bib6","series-title":"Liver Failure: Acute and Acute on Chronic","first-page":"281","article-title":"Alcoholic hepatitis and alcohol-related acute on chronic liver failure","author":"Ahn","year":"2020"},{"issue":"2","key":"10.1016\/j.mayocp.2022.01.028_bib7","doi-asserted-by":"crossref","first-page":"534","DOI":"10.1016\/j.jhep.2018.05.001","article-title":"Grand rounds: alcoholic hepatitis","volume":"69","author":"Singal","year":"2018","journal-title":"J\u00a0Hepatol"},{"issue":"1","key":"10.1016\/j.mayocp.2022.01.028_bib8","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1186\/s12876-018-0852-5","article-title":"Gall bladder wall thickening as non-invasive screening parameter for esophageal varices\u2014 a comparative endoscopic-sonographic study","volume":"18","author":"Tsaknakis","year":"2018","journal-title":"BMC Gastroenterol"},{"issue":"6","key":"10.1016\/j.mayocp.2022.01.028_bib9","doi-asserted-by":"crossref","first-page":"551","DOI":"10.1001\/jama.2015.18421","article-title":"Machine learning and the profession of medicine","volume":"315","author":"Darcy","year":"2016","journal-title":"JAMA"},{"issue":"6","key":"10.1016\/j.mayocp.2022.01.028_bib10","doi-asserted-by":"crossref","first-page":"2546","DOI":"10.1002\/hep.31603","article-title":"The application of artificial intelligence for the diagnosis and treatment of liver diseases","volume":"73","author":"Ahn","year":"2021","journal-title":"Hepatology"},{"issue":"4","key":"10.1016\/j.mayocp.2022.01.028_bib11","doi-asserted-by":"crossref","first-page":"785","DOI":"10.1053\/j.gastro.2016.02.042","article-title":"Standard definitions and common data elements for clinical trials in patients with alcoholic hepatitis: recommendation from the NIAAA Alcoholic Hepatitis Consortia","volume":"150","author":"Crabb","year":"2016","journal-title":"Gastroenterology"},{"issue":"5","key":"10.1016\/j.mayocp.2022.01.028_bib12","doi-asserted-by":"crossref","first-page":"2153","DOI":"10.1214\/07-AOS539","article-title":"A\u00a0class of Renyi information estimators for multidimensional densities","volume":"36","author":"Leonenko","year":"2008","journal-title":"Ann Statist"},{"issue":"7","key":"10.1016\/j.mayocp.2022.01.028_bib13","doi-asserted-by":"crossref","first-page":"1930","DOI":"10.1162\/neco_a_01092","article-title":"Bias reduction and metric learning for nearest-neighbor estimation of Kullback-Leibler divergence","volume":"30","author":"Noh","year":"2018","journal-title":"Neural Comput"},{"key":"10.1016\/j.mayocp.2022.01.028_bib14","series-title":"Measuring Statistical Dependence With Hilbert-Schmidt Norms","first-page":"63","author":"Gretton","year":"2005"},{"key":"10.1016\/j.mayocp.2022.01.028_bib15","doi-asserted-by":"crossref","unstructured":"Song L, Smola A, Gretton A, Borgwardt KM, Bedo J. Supervised feature selection via dependence estimation. Paper presented at: Proceedings of the 24th International Conference on Machine Learning; June 20-24, 2007; Corvalis, OR. Accessed May 1, 2021. https:\/\/doi.org\/10.1145\/1273496.1273600","DOI":"10.1145\/1273496.1273600"},{"key":"10.1016\/j.mayocp.2022.01.028_bib16","doi-asserted-by":"crossref","first-page":"160035","DOI":"10.1038\/sdata.2016.35","article-title":"MIMIC-III, a freely accessible critical care database","volume":"3","author":"Johnson","year":"2016","journal-title":"Sci Data"},{"key":"10.1016\/j.mayocp.2022.01.028_bib17","series-title":"MIMIC-III clinical database (version 1.4)","author":"Johnson","year":"2016"},{"key":"10.1016\/j.mayocp.2022.01.028_bib18","author":"Lundberg"},{"issue":"1","key":"10.1016\/j.mayocp.2022.01.028_bib19","doi-asserted-by":"crossref","DOI":"10.1186\/s12874-019-0681-4","article-title":"Machine learning in medicine: a practical introduction","volume":"19","author":"Sidey-Gibbons","year":"2019","journal-title":"BMC Med Res Methodol"},{"issue":"10","key":"10.1016\/j.mayocp.2022.01.028_bib20","doi-asserted-by":"crossref","first-page":"1068","DOI":"10.1001\/jama.2016.20441","article-title":"Logistic regression diagnostics: understanding how well a model predicts outcomes","volume":"317","author":"Meurer","year":"2017","journal-title":"JAMA"},{"issue":"12","key":"10.1016\/j.mayocp.2022.01.028_bib21","doi-asserted-by":"crossref","first-page":"241","DOI":"10.21037\/atm.2016.03.38","article-title":"Na\u00efve Bayes classification in R","volume":"4","author":"Zhang","year":"2016","journal-title":"Ann Transl Med"},{"issue":"10","key":"10.1016\/j.mayocp.2022.01.028_bib22","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1000173","article-title":"Support vector machines and kernels for computational biology","volume":"4","author":"Ben-Hur","year":"2008","journal-title":"PLoS Comput Biol"},{"issue":"7","key":"10.1016\/j.mayocp.2022.01.028_bib23","first-page":"536","article-title":"Overview of artificial neural network models in the biomedical domain","volume":"120","author":"Renganathan","year":"2019","journal-title":"Bratisl Lek Listy"},{"key":"10.1016\/j.mayocp.2022.01.028_bib24","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/978-3-030-32622-7_21","article-title":"Decision trees and applications","volume":"1194","author":"Karalis","year":"2020","journal-title":"Adv Exp Med Biol"},{"issue":"7","key":"10.1016\/j.mayocp.2022.01.028_bib25","doi-asserted-by":"crossref","first-page":"808","DOI":"10.1016\/j.jval.2019.02.012","article-title":"Machine learning for health services researchers","volume":"22","author":"Doupe","year":"2019","journal-title":"Value Health"},{"issue":"4","key":"10.1016\/j.mayocp.2022.01.028_bib26","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1089\/big.2018.0175","article-title":"Effects of distance measure choice on k-nearest neighbor classifier performance: a review","volume":"7","author":"Abu Alfeilat","year":"2019","journal-title":"Big Data"}],"container-title":["Mayo Clinic Proceedings"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0025619622000623?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0025619622000623?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2023,3,20]],"date-time":"2023-03-20T04:56:47Z","timestamp":1679288207000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0025619622000623"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7]]},"references-count":26,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2022,7]]}},"alternative-id":["S0025619622000623"],"URL":"https:\/\/doi.org\/10.1016\/j.mayocp.2022.01.028","relation":{},"ISSN":["0025-6196"],"issn-type":[{"value":"0025-6196","type":"print"}],"subject":[],"published":{"date-parts":[[2022,7]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Machine Learning Techniques Differentiate Alcohol-Associated Hepatitis From Acute Cholangitis in Patients With Systemic Inflammation and Elevated Liver Enzymes","name":"articletitle","label":"Article Title"},{"value":"Mayo Clinic Proceedings","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.mayocp.2022.01.028","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2022 Mayo Foundation for Medical Education and Research","name":"copyright","label":"Copyright"}]}}