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Comparison of exclusion, imputation and modelling of missing binary outcome data in frequentist network meta-analysis.

Loukia Maria SpineliChrysostomos Kalyvas
Published in: BMC medical research methodology (2020)
The analysts should avoid applying strategies that manipulate MOD before analysis (i.e. exclusion and imputation) as they implicate the inferences negatively. Modelling MOD, on the other hand, via a pattern-mixture model to propagate the uncertainty about MAR assumption constitutes both conceptually and statistically proper strategy to address MOD in a systematic review.
Keyphrases
  • systematic review
  • electronic health record
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  • machine learning
  • artificial intelligence