Systematic review finds "spin" practices and poor reporting standards in studies on machine learning-based prediction models.

Abstract

Authors

• Constanza L Andaur Navarro
  Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands c.l.andaurnavarro@umcutrecht.nl.
• Johanna A A Damen
  Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.
• Toshihiko Takada
  Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
• Steven W J Nijman
  Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
• Paula Dhiman
  Center for Statistics in Medicine, University of Oxford, Oxford, UK.
• Jie Ma
  Respiratory Department, Beijing Hospital of Integrated Traditional Chinese and Western Medicine, Beijing, China.
• Gary S Collins
  Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Windmill Road, Oxford, OX3 7LD UK; Oxford University Hospitals NHS Foundation Trust, Oxford, UK.
• Ram Bajpai
  School of Primary, Community and Social Care, Keele University, Keele, UK.
• Richard D Riley
  School of Primary, Community and Social Care, Keele University, Keele, UK.
• Karel G M Moons
  Julius Center for Health Sciences and Primary Care, and Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.
• Lotty Hooft
  Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.

Keywords

External Resources