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Statistical approaches to identify subgroups in meta-analysis of individual participant data: a simulation study.

Michail BeliasMaroeska M RoversJohannes B ReitsmaThomas P A DebrayJoanna IntHout
Published in: BMC medical research methodology (2019)
Our results indicate that subgroup detection in IPD-MA requires careful modelling. Naive and centred IPD-MA performed equally well, but due to less bias of the estimates in the presence of ecological bias, we recommend the latter.
Keyphrases
  • systematic review
  • meta analyses
  • electronic health record
  • climate change
  • hiv infected
  • loop mediated isothermal amplification
  • big data
  • case control
  • randomized controlled trial
  • deep learning