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Machine learning and natural language processing in psychotherapy research: Alliance as example use case.
16 references·6 citing·44 second hop
Machine learning and natural language processing in psychotherapy research: Alliance as example use case. (2020)Machine learning and natural language pro…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…Digital Phenotyping (2017)Digital PhenotypingEstimating the reproducibility of psychological science (2015)Estimating the reproducibilit…Adding psychotherapy to antidepressant medication in depression and anxiety disorders: a meta-analysis (2014)Adding psychotherapy to antid…Implementing routine outcome monitoring in clinical practice: Benefits, challenges, and solutions (2013)Implementing routine outcome …Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 2010 (2013)Global burden of disease attr…Therapist adherence/competence and treatment outcome: A meta-analytic review. (2010)Therapist adherence/competenc…The Working Alliance and The Transference Neurosis (2008)The Working Alliance and The …Untangling the alliance-outcome correlation: Exploring the relative importance of therapist and patient variability in the alliance. (2007)Untangling the alliance-outco…Development and validation of a revised short version of the working alliance inventory (2005)Development and validation of…Research summary on the therapeutic relationship and psychotherapy outcome. (2001)Research summary on the thera…Acoustical properties of speech as indicators of depression and suicidal risk (2000)Acoustical properties of spee…Viability of exploratory factor analysis as a precursor to confirmatory factor analysis (1996)Viability of exploratory fact…The generalizability of the psychoanalytic concept of the working alliance. (1979)The generalizability of the p…A RATING SCALE FOR DEPRESSION (1960)A RATING SCALE FOR DEPRESSIONFrom promise to practice: artificial intelligence in mental health care in the MENA region (2026)From promise to practice: art…Artificial Intelligence to Support Human-Provided Mental Health Treatment (2026)Artificial Intelligence to Su…Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT) (2025)Capitalizing on natural langu…Using Artificial Intelligence to Identify Effective Components of Computer‐Assisted Cognitive Behavioural Therapy (2024)Using Artificial Intelligence…Distinct roles of state-like and trait-like patient–therapist alliance in psychotherapy (2022)Distinct roles of state-like …Automated evaluation of psychotherapy skills using speech and language technologies (2021)Automated evaluation of psych…Why Most Published Research Findings Are False (2005)Conducting Meta-Analyses in R with the metafor Package (2010)Calculating and reporting effect sizes to facilitate cumulative science: a practical primer for t-tests and ANOVAs (2013)Estimating Psychological Networks and their Accuracy: A Tutorial Paper (2016)Redefine statistical significance (2017)A tutorial on regularized partial correlation networks. 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(1988)LISREL 7 : user's reference guide (1989)Construct validity of the Profile of Mood States — Adolescents for use with adults (2003)A consumer-based model of authenticity: An oxymoron or the foundation of cultural heritage marketing? (2009)Future work selves: How salient hoped-for identities motivate proactive career behaviors. (2011)Handbook of Psychotherapy and Behavior Change (1987)Relation of the therapeutic alliance with outcome and other variables: A meta-analytic review. (2000)Behavioral activation treatments of depression: A meta-analysis (2006)The efficacy of psychodynamic psychotherapy. (2010)Evidence-based therapy relationships: Research conclusions and clinical practices. (2011)Tests for comparing elements of a correlation matrix. (1980)Applying the Rasch Model: Fundamental Measurement in the Human Sciences (2003)Working Alliance Inventory‐Short Revised (WAI‐SR): psychometric properties in outpatients and inpatients (2009)Individual meaning‐centered psychotherapy for the treatment of psychological and existential distress: A randomized controlled trial in patients with advanced cancer (2018)Therapeutic alliance as a mediator of change: A systematic review and evaluation of research (2020)Measuring inconsistency in meta-analyses (2003)How central is the alliance in psychotherapy? A multilevel longitudinal meta-analysis. (2011)Expanding the lens of evidence-based practice in psychotherapy: A common factors perspective. (2013)Synchrony in Psychotherapy: A Review and an Integrative Framework for the Therapeutic Alliance (2016)The NIMH Research Domain Criteria (RDoC) Project: Precision Medicine for Psychiatry (2014)Ensuring Fairness in Machine Learning to Advance Health Equity (2018)Diez pasos para la construcción de un test (2019)Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety (2019)Statistical Methods for Meta-Analysis (1988)Methods of Meta-Analysis: Correcting Error and Bias in Research Findings (2015)Mindfulness Meditation and Psychopathology (2018)Blinding and expectancy confounds in psychedelic randomized controlled trials (2021)Development and validation of the Working Alliance Inventory. (1989)The CES-D Scale (1977)Development and validation of a geriatric depression screening scale: A preliminary report (1982)The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research (1989)
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References

  • 1960A RATING SCALE FOR DEPRESSION32,812 cited
  • 2015Estimating the reproducibility of psychological science8,516 cited
  • 2013Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 20106,000 cited
  • 1979The generalizability of the psychoanalytic concept of the working alliance.5,236 cited
  • 2018The alliance in adult psychotherapy: A meta-analytic synthesis.1,755 cited
  • 2001Research summary on the therapeutic relationship and psychotherapy outcome.1,619 cited
  • 2005Development and validation of a revised short version of the working alliance inventory1,354 cited
  • 2017Digital Phenotyping832 cited
  • 1996Viability of exploratory factor analysis as a precursor to confirmatory factor analysis732 cited
  • 2010Therapist adherence/competence and treatment outcome: A meta-analytic review.657 cited
  • 2007Untangling the alliance-outcome correlation: Exploring the relative importance of therapist and patient variability in the alliance.646 cited
  • 2000Acoustical properties of speech as indicators of depression and suicidal risk504 cited
  • 2013Implementing routine outcome monitoring in clinical practice: Benefits, challenges, and solutions494 cited
  • 2018Therapist empathy and client outcome: An updated meta-analysis.

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494 cited
  • 2008The Working Alliance and The Transference Neurosis473 cited
  • 2014Adding psychotherapy to antidepressant medication in depression and anxiety disorders: a meta-analysis424 cited
  • Cited by

    • 2021Automated evaluation of psychotherapy skills using speech and language technologies100 cited
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    • 2025Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)6 cited
    • 2024Using Artificial Intelligence to Identify Effective Components of Computer‐Assisted Cognitive Behavioural Therapy5 cited
    • 2026Artificial Intelligence to Support Human-Provided Mental Health Treatment4 cited
    • 2026From promise to practice: artificial intelligence in mental health care in the MENA region1 cited