Machine learning-decision tree classifiers in psychiatric assessment: An application to the diagnosis of major depressive disorder

•Machine learning-decision tree can be useful to analyze psychodiagnostic test data.•The assessment based on it is informative, accurate, and efficient.•An application on real psychodiagnostic test data is illustrated and discussed.