Machine Learning Models Using Hospital Admission Characteristics Do Not Optimally Predict Nosocomial Infection Development in a Global Cirrhosis Cohort
Year: 2026
Type: article
Study design: Observational Study
Authors: Scott Silvey, Ashok K. Choudhury, Patrick S. Kamath, Qing Xie, Florence Wong, Peter C. Hayes, Wai-Kay Seto, Umang Arora, Garima Singhal, Dinesh Jothimani, Sumeet Asrani, Adrian Gadano, Dinc Dincer, Alberto Queiroz Farias, Daneille Adebayo, José Antonio Velarde-Ruiz Velasco, Adam Doyle, Anand V. Kulkarni, Nabil Debzi, Jawaid Shaw, Sezgin Barutcu, Hailemicheal Desalgn, Dominik Bettinger, Ponan Claude Regis Lah, Andres Duarte-Rojo, Dilara Turan, Lei Wang, Rene Male Velazquez, Xin Zheng, Sevda Aghayaeva, Zeki Karasu, Coskun Demirtas, Chenghai Liu, Jacqueline Cordova-Gallardo, Bin Xu, Aabha Nagral, Haibing Gao, Harendran Elangovan, James Fung, Neil Rajorya, Xinrui Wang, Helena Katchmann, Dibyalochan Praharaj, Sanjiv Mahadeva, Yongfang Jiang, Katina Zheng, Kessarin Thanapirom, C. E. Eapen, Radha K. Dhiman, Mingqin Lu, Marco Arrese, Minghua Su, Sarai Gonzalez Hueso, Chuanwu Zhu, Hanna Aberra, Henok Fisseha, Hiang Keat Tan, Caiyan Zhao, Ningping Zhang, Sunil Taneja, Aloysious D. Aravinthan, Amey Sonavane, Anoop Saraya, Cameron Gofton, Gerry MacQuillan, Gustavo Pereira, K. Rajender Reddy, Shiv K. Sarin, Zhujun Cao, Mark Topazian, Ramazan Idilman, Aldo Torre, Jacob George, Mario Alvares da Silva, Brian J. Bush, Jasmohan S. Bajaj
Institutions: Virginia Commonwealth University, Hunter Holmes McGuire VA Medical Center, Virginia Commonwealth University Medical Center, Institute of Liver and Biliary Sciences, Mayo Clinic, University of Toronto, University of Edinburgh, University of Hong Kong, Baylor University Medical Center, Hospital Italiano de Buenos Aires, Akdeniz University, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, Royal Berkshire Hospital, Universidad de Guadalajara, Royal Perth Hospital, Asian Institute of Gastroenterology, Hôpital Mustapha Pacha, Gaziantep University, St. Paul's Hospital Millennium Medical College, University of Freiburg, Centre Hospitalier Universitaire de Cocody, Northwestern Medicine, Ankara University, Second Hospital of Shandong University, Wuhan Union Hospital, Huazhong University of Science and Technology, Ministry of Healthcare, Marmara University, Shanghai University of Traditional Chinese Medicine, Shuguang Hospital, Hospital General Dr. Manuel Gea Gonzalez, Capital Medical University, Beijing YouAn Hospital, Jaslok Hospital, Fujian Medical University, Mengchao Hepatobiliary Hospital, The University of Sydney, Westmead Hospital, Westmead Institute for Medical Research, University of Birmingham, First Hospital of Jilin University, Tel Aviv Sourasky Medical Center, University Malaya Medical Centre, University of Malaya, Second Xiangya Hospital of Central South University, Chulalongkorn University, Christian Medical College, Vellore, Sanjay Gandhi Post Graduate Institute of Medical Sciences, First Affiliated Hospital of Wenzhou Medical University, Pontificia Universidad Católica de Chile, Guangxi Medical University, First Affiliated Hospital of GuangXi Medical University, The Fifth People’s Hospital of Suzhou, King Faisal Hospital Rwanda, Singapore General Hospital, Hebei Medical University, Third Hospital of Hebei Medical University, Shanghai Medical College of Fudan University, Fudan University, Zhongshan Hospital, Post Graduate Institute of Medical Education and Research, University of Nottingham, Apollo Hospitals, Apollo Hospitals, All India Institute of Medical Sciences, Royal North Shore Hospital, Sir Charles Gairdner Hospital, Hospital Geral de Bonsucesso, University of Pennsylvania, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre
Language: English
Subfield: Hepatology
Field: Medicine
Domain: Health Sciences
Open Access status: closed
Funder: National Institutes of Health
OpenAlex ID: W7156535812