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. 2020 Mar 9;117(12):6936–6941. doi: 10.1073/pnas.1905178117

Table 1.

Forecasting aggregate behavior

Aggregate view frequency Aggregate view percentage
Behavior Ratings Brain Combined Behavior Ratings Brain Combined
Constant 2.770 (0.15)*** 2.770 (0.15)*** 2.770 (0.13)*** 2.770 (0.13)*** 0.684 (0.02)*** 0.684 (0.02)*** 0.684 (0.02)*** 0.684 (0.01)***
Choice (yes/no) 0.141 (0.15) 0.180 (0.18)
View percentage 0.071 (0.02)*** 0.098 (0.02)***
Positive arousal −0.020 (0.16) −0.118 (0.22) 0.025 (0.02) −0.057 (0.02)*
Negative arousal 0.223 (0.16) 0.121 (0.16) −0.006 (0.02) −0.007 (0.02)
NAcc (onset) 0.653 (0.18)*** 0.604 (0.19)** 0.055 (0.03)* 0.044 (0.02)
AIns (onset) −0.540 (0.22)* −0.545 (0.25)* −0.081 (0.03)* −0.070 (0.03)*
MPFC (onset) −0.026 (0.16) 0.010 (0.18) −0.017 (0.02) −0.012 (0.02)
PCC (onset) 0.295 (0.18) 0.257 (0.20) 0.017 (0.03) 0.027 (0.02)
Adjusted R2 −0.004 0.005 0.279 0.231 0.354 −0.024 0.158 0.509
AIC 83 84 75 79 −57 −42 −46 −61
Classification accuracy 0.531 0.438 0.688 0.625 0.656 0.344 0.594 0.688
CV RMSE 0.870 0.854 0.790 0.875 0.097 0.122 0.120 0.097

Statistics are standardized coefficients and SEs. Significance is as indicated.

*

P < 0.05 (two tailed); **P < 0.01 (two tailed); ***P < 0.001 (two tailed); P < 0.10 (nonsignificant trend).