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 ResearchMeSH KeywordsAlgorithmsArtificial IntelligenceDiagnosis, DifferentialFemaleHumansMachine LearningMalePsychotic DisordersConceptsMachine 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 toolToolPreprocessingPrescription Stimulants and the Risk of Psychosis
Gallagher KE, Funaro MC, Woods SW. Prescription Stimulants and the Risk of Psychosis. Journal Of Clinical Psychopharmacology 2022, 42: 308-314. PMID: 35489031, DOI: 10.1097/jcp.0000000000001552.Peer-Reviewed Original ResearchConceptsObservational studySystematic reviewPsychosis riskCohort studyPrescription stimulantsRetrospective cohort studyProspective cohort studyCase-control studySelf-controlled case seriesInternational Prospective RegisterLongitudinal observational studyMeta-Analyses (PRISMA) guidelinesRisk of psychosisPreferred Reporting ItemsLarge-scale observational studyMPH exposureCase seriesTherapeutic dosesProspective RegisterBias assessmentEligible studiesPsychotic eventsLower riskPsychotic symptomsReporting Items
2020
Hospital treatment of persons found not guilty by reason of insanity
Kapoor R, Wasser TD, Funaro MC, Norko MA. Hospital treatment of persons found not guilty by reason of insanity. Behavioral Sciences & The Law 2020, 38: 426-440. PMID: 32897589, DOI: 10.1002/bsl.2484.Peer-Reviewed Original ResearchMeSH KeywordsCommitment of Mentally IllCommunity IntegrationHospitalizationHumansInsanity DefensePsychotic DisordersRecidivismRisk AssessmentConceptsHospital-based treatmentReason of insanityRecovery-oriented careViolence riskComplex psychiatric presentationsSecure forensic hospitalHospital treatmentPatient populationPsychiatric presentationsTherapeutic modalitiesInpatient aggressionSpecific treatmentForensic hospitalTreatmentHospitalInsanity acquitteesRiskAcquitteesRisk assessmentPopulationCliniciansCare