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. 2022 Apr 23;24(3):776–794. doi: 10.1093/biostatistics/kxac006

Table 3.

Comparing distributed Cox regression, pooled Cox regression, and meta-analyses with simulated data from unstratified models with a varying number of sites Inline graphic, site sizes Inline graphic and number of covariates Inline graphic. True log HR for treatment is Inline graphic. Number of replications Inline graphic 10000.

  Unstratified pooled Unstratified distributed Stratified pooled Stratified distributed Multivariate meta-analysis Univariate meta-analysis
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.1536 0.0194 Inline graphic 0.2000 Inline graphic 0.0428 Inline graphic 0.2276 Inline graphic 0.2276
cr 0.9591 0.9749 0.9577 0.9869 0.9595 0.9595
mae 0.3297 0.3123 0.3567 0.3161 0.3648 0.3648
cios 0.9500 0.9041 0.9272 0.8961 0.9234 0.9234
sse 0.3843 0.3910 0.4037 0.3903 0.3944 0.3944
ese 0.4526 0.5556 0.4969 0.6304 0.5022 0.5022
rse 0.4314 0.5575        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.0065 0.0615 Inline graphic 0.0108 0.0579 Inline graphic 0.0250 Inline graphic 0.0250
cr 0.9614 0.9630 0.9609 0.9696 0.9609 0.9609
mae 0.1931 0.2049 0.2009 0.2122 0.2001 0.2001
cios 0.9500 0.9305 0.9399 0.9227 0.9389 0.9389
sse 0.2427 0.2482 0.2523 0.2577 0.2504 0.2504
ese 0.2551 0.2770 0.2658 0.2956 0.2661 0.2661
rse 0.2496 0.2780        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.0052 0.0457 Inline graphic 0.0069 0.0442 Inline graphic 0.0128 -0.0100
cr 0.9572 0.9606 0.9565 0.9635 0.9583 0.9555
mae 0.1706 0.1779 0.1785 0.1853 0.1769 0.1801
cios 0.9500 0.9334 0.9389 0.9249 0.9388 0.9360
sse 0.2134 0.2176 0.2231 0.2273 0.2210 0.2250
ese 0.2175 0.2337 0.2274 0.2479 0.2270 0.2300
rse 0.2122 0.2394        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.0826 Inline graphic 0.0089 Inline graphic 0.1023 Inline graphic 0.0342 Inline graphic 0.1058 Inline graphic 0.1191
cr 0.9517 0.9750 0.9544 0.9830 0.9577 0.9491
mae 0.2408 0.2381 0.2583 0.2482 0.2539 0.2769
cios 0.9500 0.9146 0.9310 0.9050 0.9306 0.9166
sse 0.2921 0.2991 0.3099 0.3114 0.3025 0.3299
ese 0.3035 0.3657 0.3260 0.4050 0.3268 0.3463
rse 0.2892 0.3833        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.0008 0.0489 Inline graphic 0.0018 0.0542 Inline graphic 0.0060 0.0014
cr 0.9573 0.9697 0.9532 0.9739 0.9554 0.9505
mae 0.0794 0.0925 0.0830 0.0997 0.0821 0.0871
cios 0.9500 0.9057 0.9379 0.8794 0.9376 0.9289
sse 0.0991 0.1044 0.1038 0.1117 0.1025 0.1088
ese 0.0992 0.1150 0.1042 0.1440 0.1040 0.1074
rse 0.0983 0.1238        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias 0.0022 0.0130 0.0027 0.0136 0.0022 0.0048
cr 0.9500 0.9569 0.9489 0.9510 0.9490 0.9443
mae 0.0778 0.0801 0.0789 0.0813 0.0787 0.0808
cios 0.9500 0.9427 0.9470 0.9407 0.9470 0.9432
sse 0.0976 0.0997 0.0989 0.1012 0.0987 0.1014
ese 0.0968 0.1003 0.0980 0.1019 0.0979 0.0993
rse 0.0957 0.1037        
  Inline graphic ; Inline graphic; Inline graphic; Inline graphic
bias Inline graphic 0.0006 0.0178 Inline graphic 0.0007 0.0190 Inline graphic 0.0016 0.0021
cr 0.9505 0.9730 0.9505 0.9723 0.9518 0.9416
mae 0.0785 0.0824 0.0803 0.0850 0.0798 0.0858
cios 0.9500 0.9285 0.9446 0.9123 0.9442 0.9337
sse 0.0983 0.1016 0.1003 0.1047 0.0996 0.1074
ese 0.0976 0.1092 0.0998 0.1281 0.0997 0.1041
rse 0.0961 0.1176        

cr: coverage rate; mse: mean absolute error; cios: confidence interval overlap statistics

sse: sample standard error; ese: estimated standard error; rse: robust standard error estimate.