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. 2023 Mar 21;120(13):e2214851120. doi: 10.1073/pnas.2214851120

Table 1.

Second-order meta-analytical results

Meta-analyses m Meta-analytic effect sizes n Primary studies k Overall grand mean d 95% CI lower limit 95% CI upper limit
Overall
Averaged over meta-analyses 10 10 1,178 0.310 0.302 0.320
Averaged over subgroup effect size 10 38 1,041 0.303 0.292 0.313
Unique effect size 10 10 663 0.310 0.280 0.340
Interventions
Appeals 1 1 10 0.279 0.279 0.279
Commitment 3 3 67 0.272 0.261 0.284
Education 5 5 121 0.087 0.076 0.099
Feedback 4 4 120 0.159 0.149 0.169
Financial incentives 4 6 73 0.317 0.296 0.338
Social comparison 5 9 199 0.370 0.351 0.389
Outcomes
Conservation 6 13 404 0.254 0.239 0.270
Consumption 2 3 18 0.197 0.178 0.217
Littering 1 1 22 0.519 0.519 0.519
Recycling 4 9 103 0.273 0.236 0.309
Transportation 4 5 57 0.079 0.064 0.093

Note. All statistics in Table 1 are second-order meta-analytic estimates without publication bias adjustments. The number of unique included primary studies is lower than reported here due to study overlap, see main text for more details. 1) number of meta-analyses; 2) number of meta-analytical effect sizes; 3) number of primary studies; 4) second-order, grand mean standardized difference estimate; 5) lower limit of the 95% confidence interval (CI); 6) upper limit of the 95% CI. See Appendix for 7) observed variance across first-order mean standardized difference estimates; 8) expected second-order sampling error variance; 9) estimated true variance across first-order mean standardized difference estimates (expected sampling error variance removed).