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
2011
Can Depression be Diagnosed by Response to Mother's Face? A Personalized Attachment-Based Paradigm for Diagnostic fMRI
Zhang X, Yaseen ZS, Galynker II, Hirsch J, Winston A. Can Depression be Diagnosed by Response to Mother's Face? A Personalized Attachment-Based Paradigm for Diagnostic fMRI. PLOS ONE 2011, 6: e27253. PMID: 22180777, PMCID: PMC3236742, DOI: 10.1371/journal.pone.0027253.Peer-Reviewed Original ResearchConceptsBDI-II scoresFunctional magnetic resonance imagingBeck Depression Inventory-IIMagnetic resonance imagingResonance imagingInventory-IIBeck Depression Inventory-II scoresMINI psychiatric interviewII scoreDepression diagnosisPsychiatric interviewBA 32Paracingulate gyrusDepressed subjectsActivity patternsClinical diagnosisBrain reactivitySensitivity 85.7Diagnostic algorithmFemale subjectsDepressionSpecificity 92.8FMRI imagingScoresBrain activity