2024
Machine Learning For Mental Health: Focus on Affective and Nonaffective Psychosis
Ferrara M, Franchini G, Funaro M, Murri M, Toffanin T, Zerbinati L, Valier B, Ambrosio D, Marconi F, Cutroni M, Basaldella M, Seno S, Grassi L. Machine Learning For Mental Health: Focus on Affective and Nonaffective Psychosis. 2024, 239-258. DOI: 10.1201/9781003378068-11.Peer-Reviewed Original Research
2022
Machine Learning and Non-Affective Psychosis: Identification, Differential Diagnosis, and Treatment
Ferrara M, Franchini G, Funaro M, Cutroni M, Valier B, Toffanin T, Palagini L, Zerbinati L, Folesani F, Murri M, Caruso R, Grassi L. Machine Learning and Non-Affective Psychosis: Identification, Differential Diagnosis, and Treatment. Current Psychiatry Reports 2022, 24: 925-936. PMID: 36399236, PMCID: PMC9780131, DOI: 10.1007/s11920-022-01399-0.Peer-Reviewed Original ResearchConceptsMachine learning techniquesBinary classification caseSetting of hyperparametersSupport vector machineArtificial intelligenceLearning techniquesMachine learningML applicationsElectronic health recordsDigital contentML toolsSupervised approachClassification casesVector machineRandom forestGradient boostingML approachHealth recordsIllness detectionOverall performancePromising resultsSources of dataIdentification toolToolPreprocessing