Bipolar Disorder
Modeling in Therapy
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Updated: Jun 12, 2026

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder
Published on: July 7, 2023
Mark Zimmerman1, Janine N Galione, Camilo J Ruggero
1Department of Psychiatry and Human Behavior, Brown University School of Medicine, Providence, RI 02905, USA. mzimmerman@lifespan.org
This study compared two methods for screening bipolar disorder. Both traditional symptom summation and prototype matching approaches demonstrated equal effectiveness in identifying potential cases among psychiatric outpatients.
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