Personalized symptom clusters that predict depression treatment outcomes: A replication of machine learning methods
Chen Y, Stewart J, Ge J, Cheng B, Chekroud A, Hellerstein D. Personalized symptom clusters that predict depression treatment outcomes: A replication of machine learning methods. Journal Of Affective Disorders Reports 2023, 11: 100470. DOI: 10.1016/j.jadr.2023.100470.Peer-Reviewed Original ResearchHamilton Rating ScaleSymptom clustersTreatment trajectoriesQuick InventoryTreatment outcomesDouble-blind clinical trialDepressive Symptomatology-Self ReportRating ScaleBest baseline predictorsHAM-D scoresDepression treatment outcomesAnxiety disorder diagnosisQIDS-SR16Depressive illnessEscitalopram monotherapyBaseline variablesClinical trialsBaseline predictorsTreatment efficacyUnipolar depressionDifferent treatment trajectoriesTreatment planLogistic regressionDisorder diagnosisDual treatment