This study investigates factors predicting the transition from major depression to bipolar disorder using data from a Swedish national longitudinal cohort. The findings highlight early age of onset as a significant risk factor for conversion, while the role of sex remains inconclusive. The study emphasizes the importance of early identification and monitoring of individuals at risk for developing bipolar disorder.