Appraisal prediction performance of human validators () and computational models (). For the classification set-up, we report Precision, Recall, and F1. For the regression set-up, we report the root mean square error (RMSE). Δ: difference between and . Standard deviations are reported in Table 17 in the Appendix.
Appraisal . | Classification . | Regression . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | . | ΔF1 . | . | . | ΔRMSE . | |||||
P . | R . | F1 . | P . | R . | F1 . | RMSE . | RMSE . | |||
Suddenness | .75 | .61 | .68 | .70 | .79 | .74 | +.06 | 1.47 | 1.33 | − .14 |
Familiarity | .66 | .45 | .53 | .77 | .82 | .79 | +.26 | 1.49 | 1.42 | − .07 |
Event Predict. | .60 | .54 | .56 | .76 | .74 | .75 | +.19 | 1.46 | 1.47 | +.01 |
Pleasantness | .82 | .84 | .83 | .88 | .87 | .88 | +.05 | 1.10 | 1.30 | +.20 |
Unpleasantness | .85 | .84 | .85 | .79 | .80 | .80 | − .05 | 1.22 | 1.26 | +.04 |
Goal Relevance | .65 | .67 | .66 | .73 | .69 | .71 | +.05 | 1.52 | 1.57 | +.05 |
Situat. Resp. | .70 | .37 | .48 | .83 | .87 | .85 | +.37 | 1.55 | 1.43 | − .12 |
Own Resp. | .75 | .71 | .73 | .81 | .77 | .79 | +.06 | 1.32 | 1.40 | +.08 |
Others’ Resp. | .75 | .74 | .74 | .74 | .72 | .73 | − .01 | 1.54 | 1.57 | +.03 |
Anticip. Conseq. | .57 | .48 | .52 | .67 | .71 | .69 | +.17 | 1.61 | 1.50 | − .11 |
Goal Support | .74 | .62 | .67 | .80 | .82 | .81 | +.14 | 1.36 | 1.33 | − .03 |
Urgency | .66 | .46 | .54 | .63 | .60 | .61 | +.07 | 1.68 | 1.43 | − .25 |
Own Control | .57 | .48 | .53 | .78 | .81 | .79 | +.26 | 1.48 | 1.35 | − .13 |
Others’ Control | .76 | .76 | .76 | .64 | .60 | .62 | − .14 | 1.55 | 1.36 | − .19 |
Situat. Control | .71 | .40 | .51 | .84 | .90 | .87 | +.36 | 1.53 | 1.35 | − .18 |
Accept. Conseq. | .48 | .39 | .43 | .63 | .65 | .64 | +.21 | 1.44 | 1.36 | − .08 |
Internal Standards | .68 | .51 | .57 | .82 | .83 | .82 | +.25 | 1.16 | 1.34 | +.18 |
External Norms | .63 | .52 | .56 | .90 | .95 | .92 | +.36 | 1.77 | 1.44 | − .33 |
Attention | .74 | .75 | .74 | .50 | .48 | .48 | − .26 | 1.38 | 1.27 | − .11 |
Not Consider | .55 | .53 | .54 | .83 | .71 | .77 | +.23 | 1.56 | 1.53 | − .03 |
Effort | .70 | .54 | .61 | .69 | .70 | .70 | +.09 | 1.47 | 1.38 | − .09 |
Macro avg. | .68 | .58 | .62 | .75 | .75 | .75 | +.13 | 1.46 | 1.40 | − .06 |
Appraisal . | Classification . | Regression . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | . | ΔF1 . | . | . | ΔRMSE . | |||||
P . | R . | F1 . | P . | R . | F1 . | RMSE . | RMSE . | |||
Suddenness | .75 | .61 | .68 | .70 | .79 | .74 | +.06 | 1.47 | 1.33 | − .14 |
Familiarity | .66 | .45 | .53 | .77 | .82 | .79 | +.26 | 1.49 | 1.42 | − .07 |
Event Predict. | .60 | .54 | .56 | .76 | .74 | .75 | +.19 | 1.46 | 1.47 | +.01 |
Pleasantness | .82 | .84 | .83 | .88 | .87 | .88 | +.05 | 1.10 | 1.30 | +.20 |
Unpleasantness | .85 | .84 | .85 | .79 | .80 | .80 | − .05 | 1.22 | 1.26 | +.04 |
Goal Relevance | .65 | .67 | .66 | .73 | .69 | .71 | +.05 | 1.52 | 1.57 | +.05 |
Situat. Resp. | .70 | .37 | .48 | .83 | .87 | .85 | +.37 | 1.55 | 1.43 | − .12 |
Own Resp. | .75 | .71 | .73 | .81 | .77 | .79 | +.06 | 1.32 | 1.40 | +.08 |
Others’ Resp. | .75 | .74 | .74 | .74 | .72 | .73 | − .01 | 1.54 | 1.57 | +.03 |
Anticip. Conseq. | .57 | .48 | .52 | .67 | .71 | .69 | +.17 | 1.61 | 1.50 | − .11 |
Goal Support | .74 | .62 | .67 | .80 | .82 | .81 | +.14 | 1.36 | 1.33 | − .03 |
Urgency | .66 | .46 | .54 | .63 | .60 | .61 | +.07 | 1.68 | 1.43 | − .25 |
Own Control | .57 | .48 | .53 | .78 | .81 | .79 | +.26 | 1.48 | 1.35 | − .13 |
Others’ Control | .76 | .76 | .76 | .64 | .60 | .62 | − .14 | 1.55 | 1.36 | − .19 |
Situat. Control | .71 | .40 | .51 | .84 | .90 | .87 | +.36 | 1.53 | 1.35 | − .18 |
Accept. Conseq. | .48 | .39 | .43 | .63 | .65 | .64 | +.21 | 1.44 | 1.36 | − .08 |
Internal Standards | .68 | .51 | .57 | .82 | .83 | .82 | +.25 | 1.16 | 1.34 | +.18 |
External Norms | .63 | .52 | .56 | .90 | .95 | .92 | +.36 | 1.77 | 1.44 | − .33 |
Attention | .74 | .75 | .74 | .50 | .48 | .48 | − .26 | 1.38 | 1.27 | − .11 |
Not Consider | .55 | .53 | .54 | .83 | .71 | .77 | +.23 | 1.56 | 1.53 | − .03 |
Effort | .70 | .54 | .61 | .69 | .70 | .70 | +.09 | 1.47 | 1.38 | − .09 |
Macro avg. | .68 | .58 | .62 | .75 | .75 | .75 | +.13 | 1.46 | 1.40 | − .06 |