2024
Inductive thematic analysis of healthcare qualitative interviews using open-source large language models: How does it compare to traditional methods?
Mathis W, Zhao S, Pratt N, Weleff J, De Paoli S. Inductive thematic analysis of healthcare qualitative interviews using open-source large language models: How does it compare to traditional methods? Computer Methods And Programs In Biomedicine 2024, 255: 108356. PMID: 39067136, DOI: 10.1016/j.cmpb.2024.108356.Peer-Reviewed Original ResearchLanguage modelThematic analysisInductive thematic analysisQualitative thematic analysisGenerative artificial intelligenceSemi-structured interviewsLocal hardwareArtificial intelligenceHealth informationReal worldPsychiatric settingsHuman codingQualitative interviewsQualitative dataEvaluation methodologyQuantify similarityRobust themesThemesResearch settingsTraditional methodsEngineering techniquesInterviewsEvaluation methodQualitative researchCorpus of interviews
2021
First help-seeking attempt before and after psychosis onset: measures of delay and aversive pathways to care
Ferrara M, Guloksuz S, Mathis WS, Li F, Lin IH, Syed S, Gallagher K, Shah J, Kline E, Tek C, Keshavan M, Srihari VH. First help-seeking attempt before and after psychosis onset: measures of delay and aversive pathways to care. Social Psychiatry And Psychiatric Epidemiology 2021, 56: 1359-1369. PMID: 33948678, PMCID: PMC8319102, DOI: 10.1007/s00127-021-02090-0.Peer-Reviewed Original ResearchConceptsPsychosis onsetNon-affective psychosisPsychosis risk syndromeEarly detection effortsAversive eventsAversive pathwaysProdromal sampleClinical characteristicsAntipsychotic treatmentEffective treatmentSociodemographic characteristicsSpecialized treatmentPsychosisProdromeOnsetTreatmentStructured interviewsOverall functioningFamily membersMeasures of delayEpisodesNew HavenSemi-structured interviewsHelp seekersPathway