Towards Outcome-Driven Patient Subgroups: A Machine Learning Analysis Across Six Depression Treatment Studies

Acute and Longer-Term Outcomes in Depressed Outpatients Requiring One or Several Treatment Steps: A STAR*D Report

A. John Rush, Madhukar H. Trivedi, Stephen R. Wisniewski et al. · American Journal of Psychiatry · 2006 · 5.5K citations

Social Sciences, Psychiatry, Psychology +17

The 16-Item quick inventory of depressive symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): a psychometric evaluation in patients with chronic major depression

A. John Rush, Madhukar H. Trivedi, Hicham M. Ibrahim et al. · Biological Psychiatry · 2003 · 3.9K citations

Social Sciences, Psychiatry, Psychology +17

Cross-national epidemiology of DSM-IV major depressive episode

Evelyn J. Bromet, Laura Helena Andrade, Irving Hwang et al. · BMC Medicine · 2011 · 2.2K citations · Full text

Medicine, Demography, Psychiatry +17

Classification and regression trees

Wei‐Yin Loh · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 2011 · 2.2K citations

Computing, Computer Science, Machine Learning +10

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

Juan Diego Rodríguez, Aritz Pérez, José A. Lozano · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 1.9K citations

Computing, Computer Science, Machine Learning +15