Results

Bayesian Linear Regression

Model Comparison - Need_Cognition
Models P(M) P(M|data) BFM BF10 R²
Mac + H_H + Emo + Agr + Con + OtE 0.002 0.133 78.697 1.000 0.325
H_H + Emo + Agr + Con + OtE 0.002 0.120 69.895 0.902 0.319
Psy + H_H + Emo + Con + OtE 0.002 0.107 61.358 0.803 0.319
Psy + H_H + Emo + Agr + Con + OtE 0.002 0.075 41.179 0.559 0.324
Mac + H_H + Emo + Con + OtE 0.002 0.071 38.905 0.530 0.317
Mac + Psy + H_H + Emo + Con + OtE 0.002 0.066 36.120 0.495 0.323
Mac + Psy + H_H + Emo + Agr + Con + OtE 0.002 0.042 22.201 0.312 0.328
Psy + H_H + Emo + Ext + Agr + Con + OtE 0.002 0.039 20.521 0.289 0.328
Psy + H_H + Emo + Ext + Con + OtE 0.002 0.033 17.187 0.244 0.321
Mac + H_H + Emo + Ext + Agr + Con + OtE 0.002 0.032 16.637 0.236 0.327
Note.  Table displays only a subset of models; to see all models, select "No" under "Limit No. Models Shown".

Posterior Summary

Posterior Summaries of Coefficients
95% Credible Interval
Coefficient P(incl) P(excl) P(incl|data) P(excl|data) BFinclusion Mean SD Lower Upper
Intercept 1.000 0.000 1.000 0.000 1.000 3.970 0.026 3.920 4.025
Mac 0.500 0.500 0.459 0.541 0.847 0.036 0.048 -2.334e-4 0.132
Psy 0.500 0.500 0.498 0.502 0.993 0.046 0.056 0.000 0.160
Nar 0.500 0.500 0.143 0.857 0.167 0.004 0.017 -0.016 0.041
H_H 0.500 0.500 1.000 8.569e-5 11669.450 0.220 0.049 0.126 0.317
Emo 0.500 0.500 0.959 0.041 23.175 -0.131 0.049 -0.205 0.000
Ext 0.500 0.500 0.230 0.770 0.299 0.013 0.032 0.000 0.118
Agr 0.500 0.500 0.582 0.418 1.390 -0.063 0.065 -0.181 0.000
Con 0.500 0.500 1.000 1.212e-5 82492.352 0.236 0.045 0.148 0.323
OtE 0.500 0.500 1.000 -6.661e-16 6.632e+15 0.435 0.047 0.351 0.533

Inclusion Probabilities

Bayesian Correlation

Bayesian Pearson Correlations
      Pearson's r BF₁₀
Need_Cognition - Mac -0.018 0.039
Need_Cognition - Psy -0.040 0.053
Need_Cognition - Nar -0.074 0.138
Need_Cognition - H_H 0.235 *** 29351.437
Need_Cognition - Emo -0.201 *** 717.321
Need_Cognition - Ext 0.202 *** 784.480
Need_Cognition - Agr -0.105 0.533
Need_Cognition - Con 0.352 *** 2.362e+12
Need_Cognition - OtE 0.424 *** 1.638e+19
Mac - Psy 0.461 *** 3.271e+23
Mac - Nar 0.400 *** 5.008e+16
Mac - H_H -0.536 *** 8.267e+33
Mac - Emo 0.035 0.049
Mac - Ext 0.038 0.052
Mac - Agr -0.193 *** 324.954
Mac - Con -0.189 *** 216.024
Mac - OtE 0.104 0.491
Psy - Nar 0.257 *** 494757.611
Psy - H_H -0.444 *** 2.913e+21
Psy - Emo -0.105 0.529
Psy - Ext -0.225 *** 9636.754
Psy - Agr -0.332 *** 5.300e+10
Psy - Con -0.218 *** 4444.843
Psy - OtE -0.052 0.070
Nar - H_H -0.464 *** 7.000e+23
Nar - Emo 0.153 * 10.971
Nar - Ext 0.070 0.119
Nar - Agr -0.135 3.053
Nar - Con -0.089 0.247
Nar - OtE 0.021 0.041
H_H - Emo -0.047 0.062
H_H - Ext 0.019 0.039
H_H - Agr 0.084 0.200
H_H - Con 0.270 *** 2.983e+6
H_H - OtE -0.015 0.038
Emo - Ext -0.227 *** 12309.837
Emo - Agr -0.124 1.463
Emo - Con -0.177 ** 73.555
Emo - OtE -0.043 0.056
Ext - Agr 0.204 *** 1004.760
Ext - Con 0.188 *** 202.833
Ext - OtE 0.273 *** 4.555e+6
Agr - Con -0.022 0.041
Agr - OtE -0.076 0.146
Con - OtE 0.169 ** 38.215
*  BF₁₀ > 10, ** BF₁₀ > 30, *** BF₁₀ > 100

Bayesian Linear Regression

Model Comparison
Models P(M) P(M|data) BFM BF10 R²
. . . . . .

Bayesian Correlation

Bayesian Pearson Correlations
      Pearson's r BF₁₀
Need_Cognition - Mac -0.018 0.062
Need_Cognition - Psy -0.040 0.083
Need_Cognition - Nar -0.074 0.216
Need_Cognition - H_H 0.235 44783.281
Need_Cognition - Emo -0.201 1102.872
Need_Cognition - Ext 0.202 1205.906
Need_Cognition - Agr -0.105 0.831
Need_Cognition - Con 0.352 3.470e+12
Need_Cognition - OtE 0.424 2.330e+19
Mac - Psy 0.461 4.558e+23
Mac - Nar 0.400 7.209e+16
Mac - H_H -0.536 1.096e+34
Mac - Emo 0.035 0.077
Mac - Ext 0.038 0.081
Mac - Agr -0.193 500.430
Mac - Con -0.189 332.958
Mac - OtE 0.104 0.766
Psy - Nar 0.257 750495.440
Psy - H_H -0.444 4.100e+21
Psy - Emo -0.105 0.826
Psy - Ext -0.225 14737.206
Psy - Agr -0.332 7.849e+10
Psy - Con -0.218 6808.229
Psy - OtE -0.052 0.109
Nar - H_H -0.464 9.740e+23
Nar - Emo 0.153 17.015
Nar - Ext 0.070 0.186
Nar - Agr -0.135 4.747
Nar - Con -0.089 0.386
Nar - OtE 0.021 0.064
H_H - Emo -0.047 0.097
H_H - Ext 0.019 0.062
H_H - Agr 0.084 0.314
H_H - Con 0.270 4.508e+6
H_H - OtE -0.015 0.060
Emo - Ext -0.227 18815.571
Emo - Agr -0.124 2.278
Emo - Con -0.177 113.623
Emo - OtE -0.043 0.088
Ext - Agr 0.204 1543.733
Ext - Con 0.188 312.668
Ext - OtE 0.273 6.878e+6
Agr - Con -0.022 0.064
Agr - OtE -0.076 0.228
Con - OtE 0.169 59.112