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