2025
Deep multimodal representations and classification of first-episode psychosis via live face processing
Singh R, Zhang Y, Bhaskar D, Srihari V, Tek C, Zhang X, Noah J, Krishnaswamy S, Hirsch J. Deep multimodal representations and classification of first-episode psychosis via live face processing. Frontiers In Psychiatry 2025, 16: 1518762. PMID: 40134976, PMCID: PMC11934110, DOI: 10.3389/fpsyt.2025.1518762.Peer-Reviewed Original ResearchFirst-episode psychosisPositive and Negative Syndrome ScaleFunctional near-infrared spectroscopyGlobal Assessment of FunctioningEarly psychosisNeural correlates of social cognitionFirst-episode psychosis individualsNegative Syndrome ScaleBehavior recordsAssessment of FunctioningSevere psychiatric disordersSyndrome ScaleFace processingPsychosis symptomsNeural underpinningsSocial cognitionNeural correlatesPsychiatric disordersBrain activitySocial difficultiesNeurophysiological dysfunctionPsychosisNeural characteristicsMultimodal representationsAcquisition paradigm
2024
Support vector machine prediction of individual Autism Diagnostic Observation Schedule (ADOS) scores based on neural responses during live eye-to-eye contact
Zhang X, Noah J, Singh R, McPartland J, Hirsch J. Support vector machine prediction of individual Autism Diagnostic Observation Schedule (ADOS) scores based on neural responses during live eye-to-eye contact. Scientific Reports 2024, 14: 3232. PMID: 38332184, PMCID: PMC10853508, DOI: 10.1038/s41598-024-53942-z.Peer-Reviewed Original ResearchConceptsAutism Diagnostic Observation ScheduleAutism spectrum disorderAutism Diagnostic Observation Schedule scoresEye-to-eye contactSocial difficultiesNeural processesNeural responsesObservation ScheduleSymptoms of autism spectrum disorderBehavioural symptoms of autism spectrum disorderNeural activity patternsLive interaction paradigmTD groupSupport vector machineNeural mechanismsSymptom severityADOS scoresBehavioral symptomsSpectrum disorderASD diagnosisNeural dataActivity patternsAutismClassification methodMultivariate classification methods
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