Skip to main content
. Author manuscript; available in PMC: 2018 Apr 1.
Published in final edited form as: Anesthesiology. 2017 Apr;126(4):653–665. doi: 10.1097/ALN.0000000000001534

Table 3.

Incremental evaluation of contributions of covariates to regression models of all comparisons (k=93), Random Effects (Restricted Maximum Likelihood), Knapp Hartung, Normalized Mean Difference

Current Model Test of Model (a) Goodness of fit (b) Change from prior(c,d) Test of change (c)
Set Covariate Tau2 R2 F df1 df2 P-value Q df P-value Tau2 R2 F df1 df2 P-value
Intercept 213 0
Study Quality 175 0.18 13 1 91 0.0005 296 91 <0.0001 -38 0.18 13 1 91 0.0005
Timing of Treatment 174 0.18 7 2 90 0.0019 289 90 <0.0001 -0.8 0 0.6 1 90 0.4568
Duration of Ischemia* 60 178 0.16 4 3 89 0.0060 281 89 <0.0001 4 0 0.0 1 89 0.8494
90 179 0.16 3 4 88 0.0122 279 88 <0.0001 0.6 0 0.4 1 88 0.5380
120 182 0.14 3 5 87 0.0244 278 87 <0.0001 3 0 0.2 1 87 0.6791

This is a tabulation of statistics from a series of separate models. The first row is a model with no covariates, the second row has one covariate, and so on. The results evaluate the impact of each covariate when prior covariates in the model are held constant. (a) Simultaneous test that all coefficients up to and including the current row are zero. (b) Test that all with covariates up to and including the current row in the model, the residual is zero. (c) Change from the prior row to the current due to the added covariate. (d) The row-to-row increase in Tau2 and decrease in R2 reflects sampling error. The reference groups for timing of intervention and duration of ischemia were treatment during/afer ischemia and permanent ischemia respectively. *When considered as a set, transient ischemia was not a significant covariate in the model (F=0.19, df1=3, df2=87, p=0.8996). Table format adapted from Comprehensive Meta-analysis®. * - minutes. Abbreviations: df – degrees of freedom, k – number of comparisons between treatment and control; Timing of Treatment: before vs during/after ischemia.