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Key Points Question Does machine learning–based integration of multiple data modalities, relative to single data modalities, improve relapse prediction in major depressive disorder? Findings In this prognostic study, depressive relapse within 2 years was predicted among 564 patients with major depressive disorder, with a highest classification accuracy of 64.43%.
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