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. 2026 May 5;4:102. doi: 10.1038/s44271-026-00466-z

Table 3.

Meta-analytic results for different response types in human-agent vs. human-human interactions

Response theme Response Hedges’ g 95% CI t t_p Q Q_p I2 (%) BF10 k m
Prosociality and morality Prosocial behaviour −0.648 [−0.82, −0.48] −8.66 < 0.001 10.83 0.288 21.78 6003.065 9 10
Moral engagement −0.376 [−0.48, −0.27] −8.19 < 0.001 4.04 0.991 0 1725.850 8 14
Social perceptions of interaction partners Perceived social presence −0.284 [−0.52, −0.05] −2.81 0.023 48.72 < 0.001 68.19 3.495 9 20
Perceived likeability −0.352 [−0.54, −0.16] −3.78 < 0.001 443.07 < 0.001 88.39 41.417 28 41
Perceived competence −0.457 [−0.61, −0.30] −6.21 < 0.001 148.84 < 0.001 77.56 10296.030 23 31
Agency attribution −0.705 [−1.16, −0.25] −3.43 0.006 229.52 < 0.001 94.62 16.554 11 18
Responsibility attribution −0.511 [−0.72, −0.30] −5.44 < 0.001 92.77 < 0.001 81.56 512.117 12 18
Trust in interaction partners Behavioural trust −0.020 [−0.16, 0.12] −0.30 0.769 47.98 0.002 60.83 0.077 18 24
Subjective trust −0.109 [−0.23, 0.01] −1.88 0.073 115.41 < 0.001 76.87 0.358 25 35
Social alignment Social alignment −0.004 [−0.10, 0.09] −0.08 0.937 52.90 0.027 33.11 0.052 22 36
Personal agency and task performance Perceived self-agency 0.010 [−0.14, 0.16] 0.16 0.880 18.51 0.139 37.53 0.084 9 14
Self-disclosure 0.025 [−0.16, 0.21] 0.31 0.766 28.03 0.109 44.89 0.089 9 21
Strategic economic behaviour −0.086 [−0.18, 0.01] −1.93 0.078 32.82 0.084 32.26 0.246 13 24
Objective task performance 0.008 [−0.10, 0.12] 0.15 0.884 70.60 < 0.001 46.39 0.062 23 38
Interaction experiences Perceived partner relational qualities −0.157 [−0.40, 0.09] −1.36 0.194 159.82 < 0.001 91.66 0.320 17 25
Affective valence −0.226 [−0.57, 0.12] −1.49 0.171 84.45 < 0.001 86.33 0.410 10 14
Affective arousal −0.087 [−0.34, 0.17] −0.87 0.422 17.81 0.058 46.56 0.168 6 11
Interaction satisfaction 0.085 [−0.12, 0.29] 0.86 0.400 281.59 < 0.001 94.73 0.154 19 27
Future interaction intention 0.105 [−0.10, 0.31] 1.32 0.245 14.10 0.028 57.34 0.212 6 7
Perceived interaction naturalness −0.368 [−1.24, 0.50] −1.18 0.304 73.40 < 0.001 96.97 0.585 5 5
Perceived interaction enjoyment −0.182 [−0.69, 0.32] −0.88 0.411 83.97 < 0.001 89.06 0.355 7 10
Subjective workload −0.157 [−0.54, 0.23] −1.13 0.323 32.49 0.002 69.04 0.320 5 14
Subjective task engagement −0.063 [−0.31, 0.19] −0.57 0.585 20.85 0.022 58.66 0.168 10 11

For simplicity, this table presents results primarily from frequentist meta-analysis. BF10 is presented to provide complementary Bayesian evidence for H1 over H0. All frequentist estimates are consistent with Bayesian estimates. Full Bayesian results are presented in Supplementary Table 16. Specifically, Hedges’ g, 95% CI, t-value and associated p-value were estimated via random-effects meta-analysis. Q is Cochrane’s Q-statistic for testing heterogeneity. I2 is the proportion of total variance attributable to true heterogeneity rather than sampling error. k is the number of studies including in meta-analysis. m is the number of effect sizes included.