Enhancement of Inpatient Mortality Prognostication with Machine Learning in a Prospective Global Cohort of Patients with Cirrhosis with External Validation

Journal:

Gastroenterology

Published:

2025-07-24

DOI:

10.1053/j.gastro.2025.07.015

Affiliations:

50

Authors:

58

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Institutions	Authors	Share
Virginia Commonwealth University (VCU), United States of America (USA)	4.666667	0.08
VA Richmond Healthcare System, United States of America (USA)	2.333333	0.04
St. Paul's Hospital Millennium Medical College (SPHMMC), Ethiopia	2.000000	0.04
Ankara University, Turkey	2.000000	0.04
The University of Hong Kong (HKU), China	2.000000	0.04
University of Toronto (U of T), Canada	2.000000	0.04
Ruijin Hospital, SJTU, China	2.000000	0.04
University of Pennsylvania (Penn), United States of America (USA)	1.500000	0.03
University Hospitals Birmingham NHS Foundation Trust (UHB), United Kingdom (UK)	1.000000	0.02
Institute of Liver and Biliary Sciences (ILBS), India	1.000000	0.02
Marmara University, Turkey	1.000000	0.02
Instituto de Salud Digestiva y Hepática, Mexico	1.000000	0.02
Royal Berkshire Hospital, Royal Berkshire NHS Foundation Trust, United Kingdom (UK)	1.000000	0.02
Baylor University Medical Center at Dallas, United States of America (USA)	1.000000	0.02
University of São Paulo (USP), Brazil	1.000000	0.02
Second Xiangya Hospital, CSU, China	1.000000	0.02
Akdeniz University, Turkey	1.000000	0.02
Christian Medical College and Hospital (CMC Vellore), India	1.000000	0.02
National Institute of Medical Science and Nutrition Salvador Zubiran (INCMNSZ), Mexico	1.000000	0.02
All India Institute of Medical Sciences - New Delhi (AIIMS New Delhi), India	1.000000	0.02
The Fifth People's Hospital of Suzhou, China	1.000000	0.02
Asian Institute of Gastroenterology, India	1.000000	0.02
The University of Edinburgh, United Kingdom (UK)	1.000000	0.02
Rela Institute and Medical Centre, India	1.000000	0.02
The Third Hospital of Hebei Medical University, HEBMU, China	1.000000	0.02
Jaslok Hospital, India	1.000000	0.02
Hospital de Clínicas de Porto Alegre (HCPA), UFRGS, Brazil	1.000000	0.02
Royal Perth Hospital, Australia	1.000000	0.02
The University of Nottingham (UoN), United Kingdom (UK)	1.000000	0.02
Centro Médico ISSEMYM, Mexico	1.000000	0.02
Mayo Clinic, United States of America (USA)	1.000000	0.02
Mustapha Pacha Hospital, Algeria	1.000000	0.02
Royal North Shore Hospital (RNSH), Australia	1.000000	0.02
Singapore General Hospital (SGH), Singapore	1.000000	0.02
General Hospital of Mexico, Mexico	1.000000	0.02
Beijing Youan Hospital, China	1.000000	0.02
The First Affiliated Hospital of Wenzhou Medical University, China	1.000000	0.02
Hospital Italiano de Buenos Aires, Argentina	1.000000	0.02
The First Affiliated Hospital of Guangxi Medical University, China	1.000000	0.02
Chulalongkorn University (CU), Thailand	1.000000	0.02
University of Malaya (UM), Malaysia	1.000000	0.02
University of Gaziantep (GAUN), Turkey	1.000000	0.02
Pontifical Catholic University of Chile (PUC), Chile	1.000000	0.02
Sanjay Gandhi Postgraduate Institute of Medical Sciences (SGPGIMS), India	1.000000	0.02
Westmead Institute for Medical Research, Australia	0.666667	0.01
Westmead Hospital (WSLHD), Australia	0.666667	0.01
The University of Sydney (USYD), Australia	0.666667	0.01
Azerbaijan Medical University (AMU), Azerbaijan	0.500000	0.01

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