Table 3.

Mean plus or minus standard deviation for eloquent class true positive rate (TPR), specificity, F1 and AUC for the HCP cohort (100 subjects). The final column shows the FDR corrected p-values for the associated t-scores where we compare AUC between our method against each baseline.

Task	Method	Eloquent TPR	Specificity	F1	AUC	t-score	p-value
Language	MTGNN	0.67 ± 0.013	0.62 ± 0.012	0.63 ± 0.014	0.68 ± 0.01
	FCNN	0.59 ± 0.022	0.56 ± 0.021	0.58 ± 0.019	0.62 ± 0.018	14.08	3.5 × 10−44
	RF	0.32 ± 0.036	0.61 ± 0.026	0.45 ± 0.013	0.52 ± 0.034	17.02	1.8 × 10−64
	SVM	0.36 ± 0.026	0.49 ± 0.024	0.39 ± 0.018	0.51 ± 0.016	34.68	2.7 × 10−262
Finger	MTGNN	0.78 ± 0.011	0.75 ± 0.013	0.77 ± 0.014	0.82 ± 0.008
	FCNN	0.75 ± 0.014	0.69 ± 0.016	0.71 ± 0.015	0.73 ± 0.011	17.84	3.1 × 10−70
	RF	0.41 ± 0.026	0.71 ± 0.022	0.54 ± 0.023	0.58 ± 0.028	27.61	1.2 × 10−166
	SVM	0.41 ± 0.024	0.55 ± 0.028	0.42 ± 0.025	0.52 ± 0.015	52.66	≈ 0
Foot	MTGNN	0.83 ± 0.009	0.82 ± 0.008	0.8 ± 0.011	0.79 ± 0.009
	FC-NN	0.73 ± 0.016	0.65 ± 0.017	0.66 ± 0.013	0.71 ± 0.015	21.45	4.9 × 10−101
	RF	0.42 ± 0.025	0.74 ± 0.026	0.46 ± 0.021	0.58 ± 0.029	14.32	1.2 × 10−45
	SVM	0.50 ± 0.031	0.53 ± 0.028	0.48 ± 0.027	0.51 ± 0.013	65.72	≈ 0
Tongue	MTGNN	0.80 ± 0.01	0.78 ± 0.009	0.77 ± 0.011	0.78 ± 0.009
	FC-NN	0.76 ± 0.012	0.72 ± 0.014	0.73 ± 0.016	0.73 ± 0.015	7.63	9.1 × 10−14
	RF	0.44 ± 0.03	0.69 ± 0.032	0.50 ± 0.026	0.57 ± 0.032	23.73	2.1 × 10−123
	SVM	0.55 ± 0.023	0.52 ± 0.025	0.48 ± 0.024	0.53 ± 0.014	49.61	≈ 0