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Table 3 Characteristics of 68 meta-epidemiological (ME) studies quantitatively synthesized a difference of treatment effect estimatesa

From: Trial-level characteristics associate with treatment effect estimates: a systematic review of meta-epidemiological studies

Statistical analysis

No. of ME studyb

% (95% CI)

Which model the ME study used to combine?

 Two-step approach: within-meta-analysis comparison and combination

43

63 (52 to 75)

 Logistic regression

7

10 (3 to 18)

 Two-step approach: within-trial comparison and combination

5

7 (1 to 14)

 Bayesian multilevel model

5

7 (1 to 14)

 Meta-regression

3

4 (0 to 9)

 More than one modelc

5

7 (1 to 14)

Accounted for clustering of trials within meta-analysisd

53/61

87 (78 to 96)

Used random effect models to account for variability across meta-analyses/trials

 Yese

43/61

70 (59 to 82)

 Noe

18/61

30 (18 to 41)

Adjusted meta-confounders

54

79 (70 to 89)

 Based on subgroup analysis solelye

32/54

59 (46 to 73)

 Based on multiple variable analysis solelye

6/54

11 (2 to 20)

 Bothe

16/54

30 (17 to 42)

 If yes, as main analysise

21/54

39 (26 to 52)

Assessed the heterogeneity during analysis

59

87 (78 to 95)

 Based on qualitative domain solely (chi-square test)e

4/59

7 (0 to 13)

 Based on quantitative domain solely (I2, τ2, φ2, F test)e

20/59

34 (22 to 46)

 Bothe

35/59

59 (46 to 72)

Whether the author clearly reported the direction of interpretation of results

 Yes

60

88 (80 to 96)

 No

8

12 (4 to 20)

Subgroup analyses performed

48

71 (60 to 82)

 Based on trial-level characteristicse

30/48

62 (48 to 77)

 Based on meta-analysis-level characteristicse

1/48

2 (0 to 6)

 Bothe

17/48

35 (21 to 50)

  1. aValues are numbers of ME studies, percentage (95% confidence interval) unless stated otherwise. bDenominators are 68 unless stated otherwise. cMore than one model includes methods of using both two-step approach and multilevel model (3,4.9%), using both two-step approach and logistic regression (1,1.6%), and using both two-step approach, logistic regression and multilevel model (1,1.6%). dDenominator is 61, as seven ME studies based on collection of trials are not applicable to this item. eDenominator are not equal to 68, as some ME studies did not report related information