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Systematic review finds "spin" practices and poor reporting standards in studies on machine learning-based prediction models.
Andaur Navarro, Constanza L; Damen, Johanna A A; Takada, Toshihiko; Nijman, Steven W J; Dhiman, Paula; Ma, Jie; Collins, Gary S; Bajpai, Ram; Riley, Richard D; Moons, Karel G M; Hooft, Lotty.
Affiliation
  • Andaur Navarro CL; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands; Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands. Electronic address: c.l.andaurnavarro@umcutrecht.nl.
  • Damen JAA; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands; Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Takada T; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Nijman SWJ; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Dhiman P; Center for Statistics in Medicine, NDORMS, University of Oxford, Oxford, UK; NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK.
  • Ma J; Center for Statistics in Medicine, NDORMS, University of Oxford, Oxford, UK.
  • Collins GS; Center for Statistics in Medicine, NDORMS, University of Oxford, Oxford, UK; NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK.
  • Bajpai R; Centre for Prognosis Research, School of Medicine, Keele University, Keele, UK.
  • Riley RD; Centre for Prognosis Research, School of Medicine, Keele University, Keele, UK.
  • Moons KGM; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands; Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Hooft L; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands; Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
J Clin Epidemiol ; 158: 99-110, 2023 06.
Article in En | MEDLINE | ID: mdl-37024020
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Machine Learning Type of study: Guideline / Prognostic_studies / Risk_factors_studies / Systematic_reviews Limits: Humans Language: En Journal: J Clin Epidemiol Journal subject: EPIDEMIOLOGIA Year: 2023 Document type: Article
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Machine Learning Type of study: Guideline / Prognostic_studies / Risk_factors_studies / Systematic_reviews Limits: Humans Language: En Journal: J Clin Epidemiol Journal subject: EPIDEMIOLOGIA Year: 2023 Document type: Article