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The basic tenet of a meta-analysis is that there is a common truth behind all conceptually similar studies, but which has been measured with a certain error within individual studies.
Analyze the data and undertake meta-analyses. This is the core process of a systematic review, the main step towards synthesizing conclusions. Researchers are warned not to jump straight into this process of data analysis without first defining the aims and taking the precautions in the above steps.