Table A1.

All 74 regions sorted by univariate logistic regression percent accuracy and Random Forest importance score (top 15 importance scores with greater than Z > 0.05 in bold).

Region	Logistic regression results		Random forest results
	Coefficient p values	Logistic regression: percent accuracy (%)	Importance score (Z score-mean = 0, SD = 1)
Right caudal middle frontal gyrus	0.000000004	73.6	6.30
Left caudal middle frontal gyrus	0.000000002	71.1	2.53
Left rostral middle frontal gyrus	0.00000003	70.6	1.18
Left pars triangularis	0.00000003	70.1	1.67
Left precuneus	0.00000004	70.1	0.70
Right rostral middle frontal gyrus	0.00000006	69.5	1.28
Left supramarginal gyrus	0.00000002	69.0	0.74
Left superior frontal gyrus	0.00000003	69.0	0.56
Right superior frontal gyrus	0.00000004	69.0	0.45
Left pars opercularis	0.00000003	68.5	0.82
Left inferior temporal gyrus	0.00000006	68.5	0.81
Left superior temporal gyrus	0.000002	68.0	1.16
Right inferior parietal gyrus	0.000001	68.0	0.15
Right precuneus	0.0000003	68.0	−0.13
Left inferior parietal gyrus	0.00000002	67.5	0.69
Right precentral gyrus	0.000002	67.0	−0.45
Right supramarginal	0.000002	66.5	−0.08
Right lateral orbito frontal gyrus	0.0004	66.5	−0.55
Right fusiform gyrus	0.000002	66.0	0.16
Left pars orbitalis	0.000001	66.0	0.07
Right pars opercularis	0.0000002	65.0	1.34
Left bank of the sup. temp. sulc	0.0000006	65.0	0.56
Left middle temporal gyrus	0.000002	65.0	−0.07
Right superior temporal gyrus	0.00009	65.0	−0.63
Left fusiform gyrus	0.0000004	64.5	0.94
Left transverse temporal gyrus	0.00006	64.5	−0.19
Left superior parietal gyrus	0.00004	64.5	−0.25
Left precentral gyrus	0.000003	64.5	−0.36
Right superior parietal gyrus	0.00005	64.0	−0.36
Left isthmus cingulate	0.0003	63.5	0.31
Right pars triangularis	0.000001	63.5	0.05
Left postcentral gyrus	0.000006	63.5	−0.39
Right lateral occipital gyrus	0.007	63.5	−0.61
Left lateral orbito frontal gyrus	0.00001	62.9	0.07
Left paracentral gyrus	0.00002	62.9	−0.01
Left lingual gyrus	0.0004	62.4	−0.22
Right lateral ventricle	0.001	61.9	0.05
Left hippocampus	0.001	61.9	−0.01
Left lateral ventricle	0.0002	61.4	−0.08
Right postcentral gyrus	0.0007	61.4	−0.32
Right inferior temporal gyrus	0.0008	60.9	−0.50
Right isthmus cingulate	0.00006	60.4	0.24
Right bank of the sup. temp. sulc	0.00005	60.4	−0.38
Right paracentral gyrus	0.0004	60.4	−0.69
Right rostral anterior cingulate	0.03	59.9	0.10
Left insula	0.007	59.9	−0.64
Right hippocampus	0.002	58.9	0.05
Right middle temporal gyrus	0.001	58.9	−0.68
Left thalamus	0.01	58.4	−0.24
Right pars orbitalis	0.0003	57.9	−0.52
Right transverse temporal gyrus	0.006	57.9	−0.68
Right thalamus	0.02	57.4	−0.41
Left caudal anterior cingulate	0.19	56.9	−0.54
Right posterior cingulate	0.005	56.9	−0.79
Left pericalcarine	0.11	56.3	−0.65
Left lateral occipital gyrus	0.06	56.3	−0.69
Right lingual gyrus	0.007	55.8	−0.44
Left entorhinal cortex	0.14	55.8	−0.47
Right caudal anterior cingulate	0.13	55.8	−0.61
Left posterior cingulate	0.06	55.8	−0.76
Left cuneus	0.02	55.3	−0.38
Left medial orbito frontal gyrus	0.09	54.3	−0.63
Left frontal pole	0.26	54.3	−0.64
Left temporal pole	0.39	53.8	−0.68
Left parahippocampal gyrus	0.23	53.8	−0.68
Left rostral anterior cingulate	0.85	53.3	−0.66
Right parahippocampal gyrus	0.56	52.8	−0.38
Right insula	0.07	52.3	−0.79
Right entorhinal cortex	0.41	51.8	−0.61
Right cuneus	0.16	51.8	−0.67
Right medial orbito frontal gyrus	0.10	51.8	−0.67
Right frontal pole	0.25	51.3	−0.63
Right temporal pole	0.40	50.3	−0.52
Right pericalcarine	0.59	50.3	−0.60