{"id":"https://openalex.org/W4416128766","doi":"https://doi.org/10.1093/jamia/ocaf192","title":"A novel, standardised approach to balancing effectiveness, efficiency and utility of surveillance AI prediction models for hospitalised patients using sepsis prediction as an exemplar","display_name":"A novel, standardised approach to balancing effectiveness, efficiency and utility of surveillance AI prediction models for hospitalised patients using sepsis prediction as an exemplar","publication_year":2025,"publication_date":"2025-11-11","ids":{"openalex":"https://openalex.org/W4416128766","doi":"https://doi.org/10.1093/jamia/ocaf192","pmid":"https://pubmed.ncbi.nlm.nih.gov/41217035"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocaf192","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf192","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1093/jamia/ocaf192","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050972455","display_name":"Anton van der Vegt","orcid":"https://orcid.org/0000-0001-5642-5188"},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Anton H van der Vegt","raw_affiliation_strings":["Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5642-5188","affiliations":[{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101549053","display_name":"Victoria Campbell","orcid":"https://orcid.org/0000-0001-9846-9410"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I4210101259","display_name":"Sunshine Coast University Hospital","ror":"https://ror.org/017ay4a94","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210101259"]},{"id":"https://openalex.org/I889937125","display_name":"National Patient Safety Foundation","ror":"https://ror.org/01df6fw27","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I889937125"]}],"countries":["AU","US"],"is_corresponding":false,"raw_author_name":"Victoria K Campbell","raw_affiliation_strings":["Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","Intensive Care Unit, Sunshine Coast Hospital and Health Service , Birtinya, QLD, 4575,","School of Medicine and Dentistry, Griffith University , Birtinya, QLD, 4575,","Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia","Intensive Care Unit, Sunshine Coast Hospital and Health Service, Birtinya, QLD, 4575, Australia","School of Medicine and Dentistry, Griffith University, Birtinya, QLD, 4575, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I889937125"]},{"raw_affiliation_string":"Intensive Care Unit, Sunshine Coast Hospital and Health Service , Birtinya, QLD, 4575,","institution_ids":["https://openalex.org/I4210101259"]},{"raw_affiliation_string":"School of Medicine and Dentistry, Griffith University , Birtinya, QLD, 4575,","institution_ids":["https://openalex.org/I11701301"]},{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I889937125"]},{"raw_affiliation_string":"Intensive Care Unit, Sunshine Coast Hospital and Health Service, Birtinya, QLD, 4575, Australia","institution_ids":["https://openalex.org/I4210101259"]},{"raw_affiliation_string":"School of Medicine and Dentistry, Griffith University, Birtinya, QLD, 4575, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010587852","display_name":"Robert Webb","orcid":null},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robert Webb","raw_affiliation_strings":["Clinical Informatics, Metro North Hospital and Health Service , Brisbane, QLD, 4006,","Clinical Informatics, Metro North Hospital and Health Service, Brisbane, QLD, 4006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Informatics, Metro North Hospital and Health Service , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I4210089726"]},{"raw_affiliation_string":"Clinical Informatics, Metro North Hospital and Health Service, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I4210089726"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064233017","display_name":"Balasubramanian Venkatesh","orcid":null},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I183874623","display_name":"The George Institute for Global Health","ror":"https://ror.org/04h0zjx60","country_code":"GB","type":"facility","lineage":["https://openalex.org/I183874623","https://openalex.org/I4210110309"]},{"id":"https://openalex.org/I2800155786","display_name":"Gold Coast Hospital","ror":"https://ror.org/05eq01d13","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2800155786","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I4210110309","display_name":"The George Institute for Global Health","ror":"https://ror.org/023331s46","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210110309"]}],"countries":["AU","GB"],"is_corresponding":false,"raw_author_name":"Balasubramanian Venkatesh","raw_affiliation_strings":["Critical Care Program, The George Institute for Global Health , Barangaroo, NSW, 2000,","Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","School of Medicine, Faculty of Health Medicine and Behavioural Sciences, University of Queensland , Brisbane, QLD, 4072,","The Gold Coast University Hospital , Southport, QLD, 4215,","Critical Care Program, The George Institute for Global Health, Barangaroo, NSW, 2000, Australia","Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","School of Medicine, Faculty of Health Medicine and Behavioural Sciences, University of Queensland, Brisbane, QLD, 4072, Australia","The Gold Coast University Hospital, Southport, QLD, 4215, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Critical Care Program, The George Institute for Global Health , Barangaroo, NSW, 2000,","institution_ids":["https://openalex.org/I183874623","https://openalex.org/I4210110309"]},{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Medicine, Faculty of Health Medicine and Behavioural Sciences, University of Queensland , Brisbane, QLD, 4072,","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"The Gold Coast University Hospital , Southport, QLD, 4215,","institution_ids":["https://openalex.org/I2800155786"]},{"raw_affiliation_string":"Critical Care Program, The George Institute for Global Health, Barangaroo, NSW, 2000, Australia","institution_ids":["https://openalex.org/I4210110309"]},{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Medicine, Faculty of Health Medicine and Behavioural Sciences, University of Queensland, Brisbane, QLD, 4072, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"The Gold Coast University Hospital, Southport, QLD, 4215, Australia","institution_ids":["https://openalex.org/I2800155786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002606741","display_name":"Paul Lane","orcid":"https://orcid.org/0000-0002-9936-1310"},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210125554","display_name":"Prince Charles Hospital","ror":"https://ror.org/02cetwy62","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210125554"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul J Lane","raw_affiliation_strings":["Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","Safety Quality and Innovation, The Prince Charles Hospital , Chermside, QLD, 4032,","Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","Safety Quality and Innovation, The Prince Charles Hospital, Chermside, QLD, 4032, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Safety Quality and Innovation, The Prince Charles Hospital , Chermside, QLD, 4032,","institution_ids":["https://openalex.org/I4210125554"]},{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Safety Quality and Innovation, The Prince Charles Hospital, Chermside, QLD, 4032, Australia","institution_ids":["https://openalex.org/I4210125554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091615543","display_name":"Kathryn Wilks","orcid":"https://orcid.org/0000-0001-9670-4050"},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210101259","display_name":"Sunshine Coast University Hospital","ror":"https://ror.org/017ay4a94","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210101259"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kathryn Wilks","raw_affiliation_strings":["Infectious Diseases Unit, Sunshine Coast Hospital and Health Service , Birtinya, QLD, 4575,","Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","School of Public Health, Faculty of Health Medicine and Behavioural Sciences, The University of Queensland , Herston, QLD, 2006,","Infectious Diseases Unit, Sunshine Coast Hospital and Health Service, Birtinya, QLD, 4575, Australia","Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","School of Public Health, Faculty of Health Medicine and Behavioural Sciences, The University of Queensland, Herston, QLD, 2006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infectious Diseases Unit, Sunshine Coast Hospital and Health Service , Birtinya, QLD, 4575,","institution_ids":["https://openalex.org/I4210101259"]},{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Public Health, Faculty of Health Medicine and Behavioural Sciences, The University of Queensland , Herston, QLD, 2006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Infectious Diseases Unit, Sunshine Coast Hospital and Health Service, Birtinya, QLD, 4575, Australia","institution_ids":["https://openalex.org/I4210101259"]},{"raw_affiliation_string":"Queensland Sepsis Program, Patient Safety and Quality, Clinical Excellence Queensland, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Public Health, Faculty of Health Medicine and Behavioural Sciences, The University of Queensland, Herston, QLD, 2006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030960534","display_name":"Steven McPhail","orcid":"https://orcid.org/0000-0002-1463-662X"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Steven McPhail","raw_affiliation_strings":["Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, Queensland University of Technology , Kelvin Grove , QLD, 4059,","Digital Health and Informatics Directorate, Metro South Health , Brisbane, QLD, 4102,","Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, Queensland University of Technology, Kelvin Grove, QLD, 4059, Australia","Digital Health and Informatics Directorate, Metro South Health, Brisbane, QLD, 4102, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, Queensland University of Technology , Kelvin Grove , QLD, 4059,","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health , Brisbane, QLD, 4102,","institution_ids":["https://openalex.org/I4210089726"]},{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, Queensland University of Technology, Kelvin Grove, QLD, 4059, Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health, Brisbane, QLD, 4102, Australia","institution_ids":["https://openalex.org/I4210089726"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059811480","display_name":"Michael J. Rice","orcid":"https://orcid.org/0000-0001-5189-9587"},"institutions":[{"id":"https://openalex.org/I889937125","display_name":"National Patient Safety Foundation","ror":"https://ror.org/01df6fw27","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I889937125"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Rice","raw_affiliation_strings":["Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I889937125"]},{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I889937125"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tara Isaacs","orcid":null},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I889937125","display_name":"National Patient Safety Foundation","ror":"https://ror.org/01df6fw27","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I889937125"]}],"countries":["AU","US"],"is_corresponding":false,"raw_author_name":"Tara Isaacs","raw_affiliation_strings":["Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia","Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality , Herston, QLD, 4006,","institution_ids":["https://openalex.org/I889937125"]},{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Clinical Excellence Queensland, Patient Safety and Quality, Herston, QLD, 4006, Australia","institution_ids":["https://openalex.org/I889937125"]},{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084396393","display_name":"Ahmad Abdel\u2010Hafez","orcid":"https://orcid.org/0000-0001-6022-9745"},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["AU","QA"],"is_corresponding":false,"raw_author_name":"Ahmad Abdel-Hafez","raw_affiliation_strings":["Clinical and Business Intelligence, eHealth Queensland , Brisbane, QLD, 4006,","College of Computing and Information Technology, University of Doha for Science and Technology , Doha, Qatar","Clinical and Business Intelligence, eHealth Queensland, Brisbane, QLD, 4006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical and Business Intelligence, eHealth Queensland , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766"]},{"raw_affiliation_string":"College of Computing and Information Technology, University of Doha for Science and Technology , Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]},{"raw_affiliation_string":"Clinical and Business Intelligence, eHealth Queensland, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089369736","display_name":"Stephen Whebell","orcid":"https://orcid.org/0000-0002-2604-8657"},"institutions":[{"id":"https://openalex.org/I2800639112","display_name":"Townsville Hospital","ror":"https://ror.org/021zqhw10","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2800639112","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen Whebell","raw_affiliation_strings":["Intensive Care Unit, Townsville University Hospital , Douglas, QLD, 4814,","Intensive Care Unit, Townsville University Hospital, Douglas, QLD, 4814, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intensive Care Unit, Townsville University Hospital , Douglas, QLD, 4814,","institution_ids":["https://openalex.org/I2800639112"]},{"raw_affiliation_string":"Intensive Care Unit, Townsville University Hospital, Douglas, QLD, 4814, Australia","institution_ids":["https://openalex.org/I2800639112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082995007","display_name":"Adam Irwin","orcid":"https://orcid.org/0000-0001-8974-6789"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210167058","display_name":"Children's Health Queensland Hospital and Health Service","ror":"https://ror.org/02t3p7e85","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210167058"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Adam Irwin","raw_affiliation_strings":["Centre for Clinical Research, The University of Queensland , Brisbane, QLD, 4006,","Infection Management and Prevention Service, Queensland Children\u2019s Hospital , Brisbane, QLD, 4101,","Centre for Clinical Research, The University of Queensland, Brisbane, QLD, 4006, Australia","Infection Management and Prevention Service, Queensland Children's Hospital, Brisbane, QLD, 4101, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8974-6789","affiliations":[{"raw_affiliation_string":"Centre for Clinical Research, The University of Queensland , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"Infection Management and Prevention Service, Queensland Children\u2019s Hospital , Brisbane, QLD, 4101,","institution_ids":["https://openalex.org/I4210167058"]},{"raw_affiliation_string":"Centre for Clinical Research, The University of Queensland, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"Infection Management and Prevention Service, Queensland Children's Hospital, Brisbane, QLD, 4101, Australia","institution_ids":["https://openalex.org/I4210167058"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089567126","display_name":"Rudolf J Schnetler","orcid":"https://orcid.org/0000-0001-5129-5601"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I2800639112","display_name":"Townsville Hospital","ror":"https://ror.org/021zqhw10","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2800639112","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rudolf J Schnetler","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, The University of Queensland , Brisbane, QLD, 4072,","Townsville Institute of Health Research and Innovation, Townsville University Hospital , Douglas, QLD, 4814,","School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, 4072, Australia","Townsville Institute of Health Research and Innovation, Townsville University Hospital, Douglas, QLD, 4814, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, The University of Queensland , Brisbane, QLD, 4072,","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Townsville Institute of Health Research and Innovation, Townsville University Hospital , Douglas, QLD, 4814,","institution_ids":["https://openalex.org/I2800639112"]},{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, 4072, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Townsville Institute of Health Research and Innovation, Townsville University Hospital, Douglas, QLD, 4814, Australia","institution_ids":["https://openalex.org/I2800639112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048742557","display_name":"Amith Shetty","orcid":"https://orcid.org/0000-0001-7349-1128"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I1311436738","display_name":"New South Wales Department of Health","ror":"https://ror.org/03tb4gf50","country_code":"AU","type":"government","lineage":["https://openalex.org/I1311436738","https://openalex.org/I2801351115"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amith Shetty","raw_affiliation_strings":["Biomedical Informatics and Digital Informatics Division, University of Sydney , Sydney, NSW, 2006,","New South Wales Ministry of Health , St Leonards, NSW, 2065,","Biomedical Informatics and Digital Informatics Division, University of Sydney, Sydney, NSW, 2006, Australia","New South Wales Ministry of Health, St Leonards, NSW, 2065, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Informatics and Digital Informatics Division, University of Sydney , Sydney, NSW, 2006,","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"New South Wales Ministry of Health , St Leonards, NSW, 2065,","institution_ids":["https://openalex.org/I1311436738"]},{"raw_affiliation_string":"Biomedical Informatics and Digital Informatics Division, University of Sydney, Sydney, NSW, 2006, Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"New South Wales Ministry of Health, St Leonards, NSW, 2065, Australia","institution_ids":["https://openalex.org/I1311436738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054848977","display_name":"Ian Scott","orcid":"https://orcid.org/0000-0002-7596-0837"},"institutions":[{"id":"https://openalex.org/I1302211766","display_name":"Queensland Health","ror":"https://ror.org/00c1dt378","country_code":"AU","type":"government","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ian A Scott","raw_affiliation_strings":["Digital Health and Informatics Directorate, Metro South Health , Brisbane, QLD, 4102,","Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","Digital Health and Informatics Directorate, Metro South Health, Brisbane, QLD, 4102, Australia","Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health , Brisbane, QLD, 4102,","institution_ids":["https://openalex.org/I4210089726"]},{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland , Brisbane, QLD, 4006,","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health, Brisbane, QLD, 4102, Australia","institution_ids":["https://openalex.org/I4210089726"]},{"raw_affiliation_string":"Queensland Digital Health Centre, The University of Queensland, Brisbane, QLD, 4006, Australia","institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":16,"corresponding_author_ids":["https://openalex.org/A5050972455"],"corresponding_institution_ids":["https://openalex.org/I1302211766","https://openalex.org/I165143802"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":0.7445,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76744102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"33","issue":"2","first_page":"304","last_page":"315"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.929099977016449,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.929099977016449,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.018300000578165054,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.014800000004470348,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5654000043869019},{"id":"https://openalex.org/keywords/sepsis","display_name":"Sepsis","score":0.5573999881744385},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.3431999981403351},{"id":"https://openalex.org/keywords/adverse-effect","display_name":"Adverse effect","score":0.3149000108242035},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.2912999987602234}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.626800000667572},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5654000043869019},{"id":"https://openalex.org/C2778384902","wikidata":"https://www.wikidata.org/wiki/Q183134","display_name":"Sepsis","level":2,"score":0.5573999881744385},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.5519999861717224},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3878999948501587},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3783999979496002},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.37059998512268066},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C197934379","wikidata":"https://www.wikidata.org/wiki/Q2047938","display_name":"Adverse effect","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30799999833106995},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.257099986076355},{"id":"https://openalex.org/C3018396334","wikidata":"https://www.wikidata.org/wiki/Q6592648","display_name":"Activity monitor","level":3,"score":0.2524000108242035}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocaf192","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf192","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:41217035","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41217035","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association : JAMIA","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12844580","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12844580/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocaf192","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf192","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321995","display_name":"Queensland Government","ror":"https://ror.org/037405308"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1791587663","https://openalex.org/W2041828980","https://openalex.org/W2096978103","https://openalex.org/W2100379340","https://openalex.org/W2282181907","https://openalex.org/W2342178784","https://openalex.org/W2514926717","https://openalex.org/W2522325416","https://openalex.org/W2766207659","https://openalex.org/W2811095531","https://openalex.org/W2940553617","https://openalex.org/W2964696298","https://openalex.org/W2968919852","https://openalex.org/W2972915925","https://openalex.org/W2977262858","https://openalex.org/W2999122965","https://openalex.org/W3001777144","https://openalex.org/W3002972902","https://openalex.org/W3005166210","https://openalex.org/W3015460073","https://openalex.org/W3033070005","https://openalex.org/W3044246896","https://openalex.org/W3097374997","https://openalex.org/W3114626119","https://openalex.org/W3131760363","https://openalex.org/W3157065286","https://openalex.org/W3174786846","https://openalex.org/W3196237307","https://openalex.org/W4223510253","https://openalex.org/W4283275914","https://openalex.org/W4287831445","https://openalex.org/W4294627351","https://openalex.org/W4315865756","https://openalex.org/W4321214126","https://openalex.org/W4366977859","https://openalex.org/W4376270103","https://openalex.org/W4386440035","https://openalex.org/W4388706512","https://openalex.org/W4391598924","https://openalex.org/W4394857110","https://openalex.org/W4395067202","https://openalex.org/W4396832329","https://openalex.org/W4408912923"],"related_works":[],"abstract_inverted_index":{"OBJECTIVE:":[0],"To":[1],"introduce":[2],"a":[3,19,45,68,106,199],"novel,":[4],"standardised":[5],"approach":[6,229],"to":[7,41,87,116,155,162,193],"evaluating":[8],"AI":[9],"prediction":[10,21,49,217],"models":[11,218],"in":[12,222,230],"balancing":[13],"effectiveness,":[14,124],"efficiency":[15,125],"and":[16,43,64,81,126,136,158,167,172,196,234],"utility,":[17],"using":[18,142],"sepsis":[20,48],"model":[22,232],"case":[23],"study.":[24],"MATERIALS":[25],"AND":[26],"METHODS:":[27],"Retrospective":[28],"patient":[29],"data":[30],"from":[31,139],"electronic":[32],"medical":[33],"records":[34],"of":[35,74,84,108,132,205,216],"7":[36],"public":[37],"hospitals":[38],"was":[39],"used":[40],"retrain":[42],"evaluate":[44],"machine":[46],"learning":[47],"model.":[50],"Four":[51],"conventional":[52,143],"metrics-area":[53],"under":[54],"the":[55,130,176,206,227],"receiver":[56],"operating":[57],"curve":[58],"(AUROC),":[59],"sensitivity,":[60],"positive":[61],"predictive":[62,75],"value,":[63],"specificity-were":[65],"compared":[66],"with":[67],"novel":[69,103],"graphical":[70],"display":[71,201],"integrating":[72],"metrics":[73,148],"accuracy":[76],"(effectiveness),":[77],"alert":[78,93,119,152,186,190,207,236],"burden":[79],"(efficiency)":[80],"lead":[82],"time":[83],"alerts":[85],"relative":[86,154,192],"clinical":[88,156,194],"events":[89,157,221],"(utility)":[90],"for":[91,219],"different":[92,163,185],"thresholds.":[94,237],"RESULTS:":[95],"The":[96,102],"dataset":[97],"comprised":[98],"977,506":[99],"inpatient":[100],"admissions.":[101],"methodology":[104,178],"produced":[105],"plot":[107],"four":[109],"vertically":[110],"aligned":[111],"graphs":[112],"that":[113,121,140,202,209],"enables":[114,203],"decision-makers":[115],"identify":[117],"an":[118,133],"threshold":[120,208],"optimally":[122,210],"balances":[123,211],"utility":[127],"(EEU)":[128],"at":[129,184],"level":[131,182],"entire":[134],"admission,":[135],"which":[137],"differs":[138],"derived":[141],"metrics.":[144],"DISCUSSION:":[145],"Conventional":[146],"evaluation":[147,164],"do":[149],"not":[150],"consider":[151],"timing":[153,191],"are":[159],"often":[160],"applied":[161],"datasets":[165],"(sample":[166],"admission":[168,181],"level),":[169],"introducing":[170],"bias":[171],"confusion.":[173],"In":[174],"contrast,":[175],"EEU":[177,212,228],"(i)":[179],"generates":[180],"evaluations":[183],"thresholds;":[187],"(ii)":[188],"measures":[189],"events;":[195],"(iii)":[197],"provides":[198],"visual":[200],"identification":[204],"factors.":[213],"CONCLUSION:":[214],"Evaluations":[215],"adverse":[220],"hospitalised":[223],"patients":[224],"should":[225],"incorporate":[226],"assessing":[231],"suitability":[233],"selecting":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-11-11T00:00:00"}
