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Outcomes in Mental Health Counseling From Conversational Content With Transformer-Based Machine Learning
16 references·3 citing·46 second hop
Outcomes in Mental Health Counseling From Conversational Content With Transformer-Based Machine Learning (2024)Outcomes in Mental Health Counseling From…Human–AI collaboration enables more empathic conversations in text-based peer-to-peer mental health support (2023)Human–AI collaboration enable…Equivalency of the diagnostic accuracy of the PHQ-8 and PHQ-9: a systematic review and individual participant data meta-analysis (2019)Equivalency of the diagnostic…Comparison of the Usefulness of the PHQ-8 and PHQ-9 for Screening for Major Depressive Disorder: Analysis of Psychiatric Outpatient Data (2019)Comparison of the Usefulness …By the numbers: ratings and utilization of behavioral health mobile applications (2019)By the numbers: ratings and u…Therapist empathy and client outcome: An updated meta-analysis. (2018)Therapist empathy and client …The alliance in adult psychotherapy: A meta-analytic synthesis. (2018)The alliance in adult psychot…A meta-analysis of motivational interviewing process: Technical, relational, and conditional process models of change. (2017)A meta-analysis of motivation…Computational psychotherapy research: Scaling up the evaluation of patient–provider interactions. (2014)Computational psychotherapy r…The efficacy of non-directive supportive therapy for adult depression: A meta-analysis (2012)The efficacy of non-directive…Is low therapist empathy toxic? (2012)Is low therapist empathy toxi…Empathy. (2011)Empathy.Alliance in individual psychotherapy. (2011)Alliance in individual psycho…Therapist adherence/competence and treatment outcome: A meta-analytic review. (2010)Therapist adherence/competenc…The PHQ-8 as a measure of current depression in the general population (2008)The PHQ-8 as a measure of cur…Bergin and Garfield's Handbook of Psychotherapy and Behavior Change (2003)Bergin and Garfield's Handboo…A meta-analysis of outcome studies comparing bona fide psychotherapies: Empiricially, "all must have prizes." (1997)A meta-analysis of outcome st…Artificial Intelligence to Support Human-Provided Mental Health Treatment (2026)Artificial Intelligence to Su…Machine learned text topics improve drop-out risk prediction but not symptom prediction in online psychotherapies for depression and anxiety (2025)Machine learned text topics i…A Framework for Automation in Psychotherapy (2025)A Framework for Automation in…The PHQ-9 (2001)Diagnostic and Statistical Manual of Mental Disorders (2013)Diagnostic and Statistical Manual of Mental Disorders (2013)Does Response on the PHQ-9 Depression Questionnaire Predict Subsequent Suicide Attempt or Suicide Death? (2013)The relationship between materialism and personal well-being: A meta-analysis. (2014)Impacts of the CARE for Teachers program on teachers’ social and emotional competence and classroom interactions. 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(1979)Psychological therapies for people with borderline personality disorder (2012)Cultural humility: Measuring openness to culturally diverse clients. (2013)The Handbook of Research Synthesis and Meta-Analysis (2019)Conducting Meta-Analyses in R with the metafor Package (2010)Methods of Meta-Analysis: Correcting Error and Bias in Research Findings (2015)Mindfulness Meditation and Psychopathology (2018)Therapeutic alliance as a mediator of change: A systematic review and evaluation of research (2020)Blinding and expectancy confounds in psychedelic randomized controlled trials (2021)The necessary and sufficient conditions of therapeutic personality change. (1957)Practical Meta-Analysis (2000)Are self-report cognitive empathy ratings valid proxies for cognitive empathy ability? Negligible meta-analytic relations with behavioral task performance. (2019)A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support (2020)Is Empathy the Key to Effective Teaching? A Systematic Review of Its Association with Teacher-Student Interactions and Student Outcomes (2022)Quantifying heterogeneity in a meta‐analysis (2002)QUADAS-2: A Revised Tool for the Quality Assessment of Diagnostic Accuracy Studies (2011)Mental health impact of the first wave of COVID-19 pandemic on Spanish healthcare workers: A large cross-sectional survey (2020)Accuracy of the Patient Health Questionnaire-9 for screening to detect major depression: updated systematic review and individual participant data meta-analysis (2021)Prevalence and variability of current depressive disorder in 27 European countries: a population-based study (2021)Evidence-based practice in psychology. (2006)Mediators and Mechanisms of Change in Psychotherapy Research (2007)How important are the common factors in psychotherapy? 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References

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  • 2019Comparison of the Usefulness of the PHQ-8 and PHQ-9 for Screening for Major Depressive Disorder: Analysis of Psychiatric Outpatient Data

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262 cited
  • 2019By the numbers: ratings and utilization of behavioral health mobile applications164 cited
  • 2014Computational psychotherapy research: Scaling up the evaluation of patient–provider interactions.146 cited
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    • 2026Artificial Intelligence to Support Human-Provided Mental Health Treatment4 cited
    • 2025A Framework for Automation in Psychotherapy3 cited
    • 2025Machine learned text topics improve drop-out risk prediction but not symptom prediction in online psychotherapies for depression and anxiety2 cited