Results

Bayesian Linear Regression

Model Comparison - Need_Cognition
Models	P(M)	P(M\|data)	BF_M	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 Summaries of Coefficients
								95% Credible Interval
Coefficient	P(incl)	P(excl)	P(incl\|data)	P(excl\|data)	BF_inclusion	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

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