2023
Common Pathways of Epileptogenesis in Patients With Epilepsy Post–Brain Injury
Misra S, Khan E, Lam T, Mazumder R, Gururangan K, Hickman L, Goswami V, Funaro M, Eldem E, Sansing L, Sico J, Quinn T, Liebeskind D, Montaner J, Kwan P, Mishra N. Common Pathways of Epileptogenesis in Patients With Epilepsy Post–Brain Injury. Neurology 2023, 101: e2243-e2256. PMID: 37550071, PMCID: PMC10727219, DOI: 10.1212/wnl.0000000000207749.Peer-Reviewed Original ResearchConceptsStandardized mean differencePoststroke epilepsyBrain injuryGenetic susceptibilityDisparate time pointsRisk of epileptogenesisLate-onset seizuresDevelopment of epilepsyBlood glucose levelsTraumatic brain injuryMean biomarker levelsIndividual genetic susceptibilityWeb of ScienceReported biomarkersPrimary outcomeEpileptogenic processBiofluid biomarkersBias assessmentBiomarker levelsCommon biological pathwaysEnrichment analysisGlucose levelsHigh riskPrognostic studiesEpilepsyWeight change among patients engaged in medication treatment for opioid use disorder: a scoping review
Carr M, Lou R, Macdonald-Gagnon G, Peltier M, Funaro M, Martino S, Masheb R. Weight change among patients engaged in medication treatment for opioid use disorder: a scoping review. The American Journal Of Drug And Alcohol Abuse 2023, 49: 551-565. PMID: 37200510, PMCID: PMC10840392, DOI: 10.1080/00952990.2023.2207720.Peer-Reviewed Original ResearchConceptsOpioid use disorderExcess weight gainWeight gainMedication treatmentUse disordersType of MOUDBuprenorphine/naloxoneRetrospective chart reviewUse of methadoneBody mass indexModerate weight gainMOUD initiationChart reviewCohort studyOpioid useBuprenorphine/Mass indexMedication doseMethadone treatmentNonrandomized studyCase reportEthnic disparitiesPotential associationMOUDPatients
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
2019
Improving community well-being through collaborative initiatives at a medical library
Funaro M, Rojiani R, Norton M. Improving community well-being through collaborative initiatives at a medical library. Journal Of The Medical Library Association 2019, 107: 425-431. PMID: 31258449, PMCID: PMC6579586, DOI: 10.5195/jmla.2019.486.Peer-Reviewed Original Research