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J Psychiatr Res

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Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia; Department of Psychology, Emory University, Atlanta, Georgia.

Major Depressive Disorder (MDD) is a prevalent mental health condition that often begins in adolescence, with significant long-term implications. Indicated prevention programs targeting adolescents with mild symptoms have shown efficacy, yet the methods for identifying at-risk individuals need improvement. This study aims to evaluate the utility of Partial Least Squares Regression (PLSR) in predicting the onset of MDD among non-depressed adolescents, compared to traditional screening methods.

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