Random Forest Classification of Alcohol Use Disorder Using EEG Source Functional Connectivity, Neuropsychological Functioning, and Impulsivity Measures.

The AUD group showed a predominant pattern of hyperconnectivity among all significant connections (25 of 29 connections, p < 0.05) ( Figure 5 , panels a–e) as well as among 12 highly significant connections (11 of 12 connections, p ≤ 0.001) ( Figure 6 ), where parahippocampal connections with other DMN regions were predominant (13 connections overall; six highly significant connections).

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