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Table 1 Settings of the data-driven effect size, study heterogeneity and publication bias priors for the primary outcome mortality and secondary outcome unfavourable neurology

From: Target temperature management following cardiac arrest: a systematic review and Bayesian meta-analysis

Prior description

Risk ratio, mean

Risk ratio, standard deviation

Death

 Minimally informative

Cauchy distribution with location = 1

NA

 Informed based on frequentist random effects meta-analysis

0.95

0.04

 Strongly enthusiastic based on an RR as targeted in the TTM2 study [17] with a SD similar to the TTM study [40]

0.86

0.07

 Moderately enthusiastic based on an RR similar to Lascarrou et al. [41] with a SD similar to the TTM study [40]

0.98

0.07

 Moderately sceptic based on an RR = 1 with a SD similar to the TTM study [40]

1

0.07

 Strongly sceptic based on an RR = 1 with a SD half that of the TTM study [40]

1

0.035

Unfavourable neurological outcome

 Minimally informative

Cauchy distribution with location = 1

NA

 Informed based on frequentist random effects meta-analysis

0.94

0.04

 Strongly enthusiastic based on an RR as targeted in the TTM2 study [17] with a SD similar to the TTM study [40]

0.86

0.06

 Moderately enthusiastic based on an RR similar to Lascarrou et al. [41] with a SD similar to the TTM study [40]

0.95

0.06

 Moderately sceptic based on an RR = 1 with a SD similar to the TTM study [40]

1

0.06

 Strongly sceptic based on an RR = 1 with a SD half that of the TTM study [40]

1

0.03

Based on 14,886 meta-analyses [26]:

Mean

Standard deviation

Between-study heterogeneity (Ï„2)

 Outcome: death

0.02

0.51

 Outcome: unfavourable neurological recovery

0.02

1.23

Publication biasa

 Two-sided p value < 0.05

100% publication rate

 

 Two-sided p value ≥ 0.05 < 0.10

66% publication rate

 

 Two-sided p value ≥ 0.10

33% publication rate

 
  1. aSelection models use weighted distributions to account for the proportion of studies that are missing because they yielded non-significant results