articleBMJJan 5, 2017BRONZE OA

A guide to systematic review and meta-analysis of prediction model performance

University Medical Center Utrecht · Keele University

PubMed
Indexed incrossrefpubmed

Abstract

Validation of prediction models is highly recommended and increasingly common in the literature. A systematic review of validation studies is therefore helpful, with meta-analysis needed to summarise the predictive performance of the model being validated across different settings and populations. This article provides guidance for researchers systematically reviewing and meta-analysing the existing evidence on a specific prediction model, discusses good practice when quantitatively summarising the predictive performance of the model across studies, and provides recommendations for interpreting meta-analysis estimates of model performance. We present key steps of the meta-analysis and illustrate each step in…

Citation impact

620
total citations
FWCI
23.59
Percentile
100%
References
50
Citations per year

Authors

8

Topics & keywords

Keywords
  • Meta-analysis
  • Predictive modelling
  • Computer science
  • Systematic review
  • MEDLINE
  • Medicine
  • Machine learning
  • Internal medicine
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