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Explainable machine-learning algorithms to differentiate bipolar disorder from major depressive disorder using self-reported symptoms, vital signs, and blood-based markers

Ting Zhu, Xiaofei Liu, Junren Wang, Ran Kou, Yao Hu, Minlan Yuan, Cui Yuan, Li Luo, Wei Zhang

2023Computer Methods and Programs in Biomedicine29 citationsDOI

Topics & Concepts

Major depressive disorderBipolar disorderLogistic regressionRandom forestCohortArtificial intelligenceAlgorithmMachine learningMajor depressive episodeMedicinePopulationPsychiatryComputer scienceInternal medicineCognitionEnvironmental healthBipolar Disorder and TreatmentDigital Mental Health InterventionsMental Health via Writing