Table 2.
Fixed-Effects Model | Random-Effects Model | Three-Level Random-Effects Model |
Random-Effects Model with Weights |
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k | d. | 95% CI |
Q | d. | 95% CI | τ2 | I2 | cluster | df | d. | 95% Wald CI |
I2(2) | I2(3) | d. | 95% CI | τ2 | I2 | |
All Effects | ||||||||||||||||||
Misinformation | 16 | 2.04 | 1.93 – 2.14 | 590.44*** | 3.08 | 2.02 – 4.15 | 4.48 (1.66) | 98.99 | 0 | 14 | 3.08 | 2.00 – 4.15 | 98.99 | - | 2.94 | 1.80 – 4.08 | 4.48 (1.66) | 98.99 |
Debunking | 30 | 0.88 | 0.81– 0.93 | 1031.21*** | 1.14 | 0.68 – 1.61 | 1.65 (0.44) | 98.45 | 30 | 28 | 1.14 | 0.68 – 1.61 | 98.45 | - | 1.33 | 0.62 – 2.04 | 2.28 (0.72) | 98.76 |
Misinformation- Persistencea | 42 | 0.09 | 0.07– 0.12 | 1701.81*** | 0.97 | 0.60 – 1.35 | 1.46 (0.33) | 99.47 | 8 | 39 | 0.92 | 0.40 – 1.44 | 63.35 | 35.93 | 1.06 | 0.68 – 1.44 | 1.38 (0.32) | 99.45 |
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Effects Without Outliers | ||||||||||||||||||
Misinformationb | 14 | 2.01 | 1.91 – 2.12 | 540.03*** | 2.46 | 1.73 – 3.19 | 1.87 (0.77) | 97.91 | 6 | 11 | 2.49 | 1.53 – 3.45 | 24.82 | 72.78 | 2.41 | 1.63 – 3.20 | 1.87 (0.72) | 97.91 |
Misinformation- Persistencec | 40 | 0.09 | 0.06– 0.12 | 1584.65*** | 0.75 | 0.50 – 1.00 | 0.60 (0.14) | 99.47 | 8 | 37 | 0.79 | 0.36 – 1.23 | 39.18 | 59.49 | 0.77 | 0.48 – 1.05 | 0.62 (0.16) | 98.91 |
Note. k = number of samples; d. = mean Hedges’ d; 95% CI = 95% confidence interval; Q = Cochran’ Q test; τ2 = estimated amount of total heterogeneity (and standard error); I2 = level of between-sample heterogeneity; Random-effects model with weights used standardized N residuals as weights; - = no estimation of effect size was performed because no missing study was identified on the left-hand side of the funnel plot in Figure 2; df = degree of freedom, I2(2) = the amount of variance explained at level 2 (records); I2(3) = the amount of variance explained at level 3 (studies);
= significant likelihood ratio test between level 2 and level 3 models, χ2 = 7.98, df = 1, p = .005;
= significant likelihood ratio test between level 2 and level 3 models, χ2 = 8.34, df = 1, p = .004;
= significant likelihood ratio test between level 2 and level 3 models, χ2 = 20.92, df = 1, p < .001.
< .05,
< .01,
< .001.