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Can Machine Learning predict therapeutic outcomes in affective and not affective psychosis? A systematic review and meta-analysis.

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Title: Can Machine Learning predict therapeutic outcomes in affective and not affective psychosis? A systematic review and meta-analysis.
Authors: Monopoli C; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy. Electronic address: monopoli.camilla@hsr.it., Colombo F; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy., Cazzella T; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy., Fortaner-Uyà L; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy., Raffaelli L; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy., Calesella F; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy., Mazza MG; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy., Maccario M; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy., Pigoni A; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, Milan, Italy., Maggioni E; Politecnico di Milano, Department of Electronics Information and Bioengineering, Milan, Italy., Brambilla P; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, Milan, Italy; University of Milan, Department of Pathophysiology and Transplantation, Milan, Italy., Benedetti F; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy., Vai B; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.
Source: Neuroscience and biobehavioral reviews [Neurosci Biobehav Rev] 2025 Nov; Vol. 178, pp. 106357. Date of Electronic Publication: 2025 Sep 04.
Publication Type: Journal Article; Systematic Review; Meta-Analysis
Journal Info: Publisher: Pergamon Press Country of Publication: United States NLM ID: 7806090 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-7528 (Electronic) Linking ISSN: 01497634 NLM ISO Abbreviation: Neurosci Biobehav Rev Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Can Machine Learning predict therapeutic outcomes in affective and not affective psychosis? A systematic review and meta-analysis.
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  Data: <searchLink fieldCode="AU" term="%22Monopoli+C%22">Monopoli C</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy. Electronic address: monopoli.camilla@hsr.it.<br /><searchLink fieldCode="AU" term="%22Colombo+F%22">Colombo F</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Cazzella+T%22">Cazzella T</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Fortaner-Uyà+L%22">Fortaner-Uyà L</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Raffaelli+L%22">Raffaelli L</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Calesella+F%22">Calesella F</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Mazza+MG%22">Mazza MG</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Maccario+M%22">Maccario M</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Pigoni+A%22">Pigoni A</searchLink>; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Maggioni+E%22">Maggioni E</searchLink>; Politecnico di Milano, Department of Electronics Information and Bioengineering, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Brambilla+P%22">Brambilla P</searchLink>; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, Milan, Italy; University of Milan, Department of Pathophysiology and Transplantation, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Benedetti+F%22">Benedetti F</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Vai+B%22">Vai B</searchLink>; Psychiatry and Clinical Psychobiology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milano, Italy; University Vita-Salute San Raffaele, Milano, Italy.
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