Table 2 Precision of the machine learning algorithms and the BDCC.

	Random forest		SVR		LASSO		LDA		Logistic regression		BDCC
	AUC	Features used	AUC	Features used	AUC	Features used	AUC	Features used	AUC	Features used	AUC	Features used
MDD	0.973	74/113	0.943	56/113	0.964	50/113	0.963	54/113	0.960	34/113	0.948	17/113
BPD	0.959	91/113	0.933	56/113	0.943	105/113	0.943	99/113	0.936	34/113	0.921	17/113
HC	0.927	111/113	0.905	91/113	0.918	21/113	0.923	99/113	0.925	18/113	0.923	17/113

BDCC Bipolar Diagnosis Checklist in Chinese, SVR support vector regression, LASSO least absolute shrinkage and selection operator, LDA linear discriminant analysis, AUC area under curve, MDD major depressive disorder, BPD bipolar disorder, HCs healthy controls

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