Imputation of systematically missing predictors in an individual participant data meta-analysis: a generalized approach using MICE

Shahab Jolani*, Thomas P. A. Debray, Hendrik Koffijberg, Stef van Buuren, Karel G. M. Moons

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

63 Citations (Web of Science)
Original languageEnglish
Pages (from-to)1841-1863
Number of pages23
JournalStatistics in Medicine
Volume34
Issue number11
DOIs
Publication statusPublished - 20 May 2015
Externally publishedYes

Keywords

  • multiple imputation
  • prediction research
  • multilevel model
  • IPD meta-analysis
  • missing data
  • MULTIPLE-IMPUTATION
  • LOGISTIC-REGRESSION
  • REML ESTIMATION
  • PATIENT DATA
  • MODELS
  • VALIDATION
  • RISK
  • THROMBOSIS
  • FRAMEWORK

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