Sequential sample size calculations and learning curves safeguard the robust development of a clinical prediction model for individuals
Year: 2025
Type: article
Language: en
Topic: Machine Learning in Healthcare
Authors and affiliations:
raw_author_name: Amardeep Legha
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom. Electronic address: a.legha@bham.ac.uk
raw_author_name: Joie Ensor
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom
raw_author_name: Rebecca Whittle
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom
raw_author_name: Lucinda Archer
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom; Institute of Data and AI, University of Birmingham, Birmingham, United Kingdom
raw_author_name: Ben Van Calster
raw_affiliation_strings: Leuven Unit for Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium; Department of Development and Regeneration, KU Leuven, Leuven, Belgium
raw_author_name: Evangelia Christodoulou
raw_affiliation_strings: German Cancer Research Center (DKFZ) Heidelberg, Division of Intelligent Medical Systems, Heidelberg, Germany
raw_author_name: Kym I.E. Snell
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom
raw_author_name: Mohsen Sadatsafavi
raw_affiliation_strings: Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, Canada
raw_author_name: Gary S. Collins
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom
raw_author_name: Richard D. Riley
raw_affiliation_strings: Department of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom