2024
Speech and language patterns in autism: Towards natural language processing as a research and clinical tool
Trayvick J, Barkley S, McGowan A, Srivastava A, Peters A, Cecchi G, Foss-Feig J, Corcoran C. Speech and language patterns in autism: Towards natural language processing as a research and clinical tool. Psychiatry Research 2024, 340: 116109. PMID: 39106814, PMCID: PMC11371491, DOI: 10.1016/j.psychres.2024.116109.Peer-Reviewed Original ResearchAutism spectrum disorderNatural language processingLanguage differencesLanguage patternsLanguage processingCharacteristics of autism spectrum disorderQuantitative measures of speechRate of speechMeasures of speechHeterogeneity of findingsLinguistic phenotypeLinguistic researchProsodic differencesLanguage idiosyncrasiesSpectrum disorderLanguage featuresLanguageNatural languageSpeechSubjective ratingsAutismReciprocal conversionAbnormal rangePotential implicationsClinical tool
2023
A natural language processing approach reveals first-person pronoun usage and non-fluency as markers of therapeutic alliance in psychotherapy
Ryu J, Heisig S, McLaughlin C, Katz M, Mayberg H, Gu X. A natural language processing approach reveals first-person pronoun usage and non-fluency as markers of therapeutic alliance in psychotherapy. IScience 2023, 26: 106860. PMID: 37255661, PMCID: PMC10225921, DOI: 10.1016/j.isci.2023.106860.Peer-Reviewed Original ResearchPsychotherapy sessionsTherapeutic alliancePronoun usageLanguage markersEmotional aspectsAlliance ratingsTherapeutic relationshipNon-fluencyNatural language processingEconomic gamesBehavioral dataPatient-clinician relationshipTherapistsTrust behaviorPsychotherapyInteraction stylesLanguage processingFirst-personSocial exchangeAllianceSessionsSpeech transitionsLanguage featuresNatural language processing approachOutpatient clinic
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