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Table 3 Statistical analysis method categorized by overall strategy among 26 IPD meta-analyses of binary outcomes

From: Systematic review of methods for individual patient data meta- analysis with binary outcomes

Analytic approach1

n/N (%)

One stage approach (n = 19)

 

Ignored clustering by study

Logistic regression

5/19 (26%)

Fixed effects

Logistic regression

4/19 (21%)

Random effects

Logistic regression

10/19 (52%)

Fixed study effect with random treatment effect2

1/10 (10%)

Random study effect with fixed treatment effect2

2/10 (20%)

Random study effect with random treatment effect2

2/10 (20%)

Unclear1

5/10 (50%)

Two stage approach (n = 6)

 

Fixed effects

Unspecified

2/6 (33%)

Cochrane-Mantel-Haenszel

1/6 (17%)

Random effects

Der Simonian Laird

2/6 (33%)

Unspecified

1/6 (17%)

  1. 1It was unclear from one article [38] which approach was used.
  2. 2Among studies that used random effects logistic regression, where the intercepts and/or treatment effects allowed to vary across studies.