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

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Title: Enhancement of Inpatient Mortality Prognostication With Machine Learning in a Prospective Global Cohort of Patients With Cirrhosis With External Validation.
Authors: Silvey S; School of Public Health, Virginia Commonwealth University, Richmond, Virginia; Department of Medicine, Virginia Commonwealth University, Richmond, Virginia; Richmond Veterans Affairs Medical Center, Richmond, Virginia., Kamath PS; Mayo Clinic School of Medicine, Rochester, Minnesota., George J; The Westmead Institute for Medical Research, Westmead Hospital, University of Sydney, Sydney, North South Wales, Australia., Choudhury A; Institute of Liver and Biliary Sciences, Delhi, India., Xie Q; Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Topazian M; St Paul's Hospital, Millennium Medical College, Addis Ababa, Ethiopia., Mekonnen HD; St Paul's Hospital, Millennium Medical College, Addis Ababa, Ethiopia., Cao Z; Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Nagral A; Jaslok Hospital, Mumbai, India., Reddy KR; University of Pennsylvania, Philadelphia, Pennsylvania., Adebayo D; Royal Berkshire Hospital, Reading, United Kingdom., Asrani SK; Baylor University Medical Center, Dallas, Texas., Rajoriya N; University Hospital, Birmingham, United Kingdom., Arrese M; Pontificia Catholic University of Chile, Santiago, Chile., Aghayeva S; University of Pennsylvania, Philadelphia, Pennsylvania; Azerbaijan Medical University, Baku, Azerbaijan., Sharma M; Asian Institute of Gastroenterology, Hyderabad, India., Huezo SG; Centro Médico ISSEMYM, Mexico City, Mexico., Gadano A; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina., Yapici HB; Marmara University, Istanbul, Turkey., Debzi N; Mustapha Bacha University Hospital of Algiers, Algiers, Algeria., Shaw J; Department of Medicine, Virginia Commonwealth University, Richmond, Virginia; Richmond Veterans Affairs Medical Center, Richmond, Virginia., Albhaisi S; Department of Medicine, Virginia Commonwealth University, Richmond, Virginia; Richmond Veterans Affairs Medical Center, Richmond, Virginia., Pérez Hernández JL; Hospital General de México Eduardo Licaga, Mexico City, Mexico., Wang Y; The Fifth People's Hospital of Suzhou, Suzhou, China., Peng F; The Second XiangYa Hospital of Central South University, Changsha, China., Wei L; Beijing Youan Hospital, Capital Medical University, Beijing, China., Eapen CE; Christian Medical College, Vellore, India., Tan HK; Singapore General Hospital, Singapore., Fung JY; The University of Hong Kong, Hong Kong Special Administrative Region, China., Rajaram R; University of Malaya, Kuala Lumpur, Malaysia., Thanapirom K; Chulalongkorn University, Bangkok, Thailand., Adanır H; Akdeniz University School of Medicine, Antalya, Turkey., Doyle A; Royal Perth Hospital, Perth, Australia., Shalimar; All India Institute of Medical Sciences, Delhi, India., Su M; The First Affiliated Hospital of Guangxi Medical University, Nanning, China., Jothimani D; Rela Institute, Chennai, India., Cai Y; The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China., Velazquez RM; Instituto de la Salud Digestiva, Guadalajara, Guadalajara, Mexico., Wang W; The Third Affiliated Hospital of Hebei Medical University, Hebei, China., Gounder M; The Westmead Institute for Medical Research, Westmead Hospital, University of Sydney, Sydney, North South Wales, Australia., Gofton C; Royal North Shore Hospital, Sydney, New South Wales, Australia., Barutcu S; Gaziantep University School of Medicine, Gaziantep, Turkey., Haktaniyan B; Ankara University, Ankara, Turkey., Farias AQ; University of Sao Paolo, Sao Paolo, Brazil., Aravinthan AD; School of Medicine, University of Nottingham, Nottingham, United Kingdom., Bera C; University of Toronto, Toronto, Ontario, Canada., Singh S; Sanjay Gandhi Postgraduate Institute of Medical Research, Lucknow, India., Hayes PC; Division of Health Sciences, Deanery of Clinical Sciences, University of Edinburgh, Edinburgh, United Kingdom., Idilman R; Ankara University, Ankara, Turkey., Torre A; Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico., Alvares-da-Silva MR; Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil., Seto WK; The University of Hong Kong, Hong Kong Special Administrative Region, China., Wong F; University of Toronto, Toronto, Ontario, Canada., Bush BJ; School of Public Health, Virginia Commonwealth University, Richmond, Virginia., Thacker LR; School of Public Health, Virginia Commonwealth University, Richmond, Virginia., Patel N; Department of Medicine, Virginia Commonwealth University, Richmond, Virginia; Richmond Veterans Affairs Medical Center, Richmond, Virginia., Bajaj JS; Department of Medicine, Virginia Commonwealth University, Richmond, Virginia; Richmond Veterans Affairs Medical Center, Richmond, Virginia. Electronic address: jasmohan.bajaj@vcuhealth.org.
Corporate Authors: CLEARED Investigators
Source: Gastroenterology [Gastroenterology] 2026 Jan; Vol. 170 (1), pp. 148-160. Date of Electronic Publication: 2025 Jul 23.
Publication Type: Journal Article; Validation Study; Multicenter Study
Journal Info: Publisher: W.B. Saunders Country of Publication: United States NLM ID: 0374630 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1528-0012 (Electronic) Linking ISSN: 00165085 NLM ISO Abbreviation: Gastroenterology Subsets: MEDLINE
Database: MEDLINE Ultimate
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