Evaluation of performance measures in predictive artificial intelligence models to support medical decisions: overview and guidance
Year: 2025
Type: review
Language: en
Topic: Artificial Intelligence in Healthcare and Education
Authors and affiliations:
raw_author_name: Ben Van Calster
raw_affiliation_strings: Department of Development and Regeneration, KU Leuven, Leuven, Belgium; Leuven Unit for Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium; Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands
raw_author_name: Gary S Collins
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College and Medicine and Health, University of Birmingham, Birmingham, UK
raw_author_name: Andrew J Vickers
raw_affiliation_strings: Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
raw_author_name: Laure Wynants
raw_affiliation_strings: Department of Development and Regeneration, KU Leuven, Leuven, Belgium; Leuven Unit for Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium; Department of Epidemiology, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, Netherlands
raw_author_name: Kathleen F Kerr
raw_affiliation_strings: Department of Biostatistics, University of Washington School of Public Health, Seattle, WA, USA
raw_author_name: Lasai Barreñada
raw_affiliation_strings: Department of Development and Regeneration, KU Leuven, Leuven, Belgium; Leuven Unit for Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium
raw_author_name: Gael Varoquaux
raw_affiliation_strings: Parietal project team, INRIA Saclay-Île de France, Palaiseau, France
raw_author_name: Karandeep Singh
raw_affiliation_strings: Division of Biomedical Informatics, Department of Medicine, University of California, San Diego, CA, USA
raw_author_name: Karel GM Moons
raw_affiliation_strings: Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands
raw_author_name: Tina Hernandez-Boussard
raw_affiliation_strings: Department of Medicine (Biomedical Informatics), Stanford University, Stanford, CA, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
raw_author_name: Dirk Timmerman
raw_affiliation_strings: Department of Development and Regeneration, KU Leuven, Leuven, Belgium; Department of Obstetrics and Gynecology, University Hospitals Leuven, Leuven, Belgium
raw_author_name: David J McLernon
raw_affiliation_strings: Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, UK
raw_author_name: Maarten van Smeden
raw_affiliation_strings: Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands
raw_author_name: Ewout W Steyerberg
raw_affiliation_strings: Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands. Electronic address: e.w.steyerberg@umcutrecht.nl