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.