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Personalized treatment selection in routine care: Integrating machine learning and statistical algorithms to recommend cognitive behavioral or psychodynamic therapy
16 references·4 citing·41 second hop
Personalized treatment selection in routine care: Integrating machine learning and statistical algorithms to recommend cognitive behavioral or psychodynamic therapy (2020)Personalized treatment selection in routi…The M4 Competition: Results, findings, conclusion and way forward (2018)The M4 Competition: Results, …Statistical and Machine Learning forecasting methods: Concerns and ways forward (2018)Statistical and Machine Learn…Cognitive behavioral therapy for anxiety and related disorders: A meta‐analysis of randomized placebo‐controlled trials (2018)Cognitive behavioral therapy …The Great Psychotherapy Debate (2015)The Great Psychotherapy DebateThe Efficacy of Cognitive Behavioral Therapy: A Review of Meta-analyses (2012)The Efficacy of Cognitive Beh…Psychotherapy for depression in adults: A meta-analysis of comparative outcome studies. (2008)Psychotherapy for depression …Efficacy of the third wave of behavioral therapies: A systematic review and meta-analysis (2007)Efficacy of the third wave of…The empirical status of cognitive-behavioral therapy: A review of meta-analyses (2005)The empirical status of cogni…A lab test and algorithms for identifying clients at risk for treatment failure (2004)A lab test and algorithms for…Bergin and Garfield's Handbook of Psychotherapy and Behavior Change (2003)Bergin and Garfield's Handboo…Comparison of Beck Depression Inventories-IA and-II in Psychiatric Outpatients (1996)Comparison of Beck Depression…A 12-Item Short-Form Health Survey (1996)A 12-Item Short-Form Health S…Journal of Psychotherapy Practice and Research (1993)Journal of Psychotherapy Prac…Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation (1988)Psychometric properties of th…The Global Assessment Scale (1976)The Global Assessment ScaleJudgment under Uncertainty: Heuristics and Biases (1974)Judgment under Uncertainty: H…Predicting optimal treatment allocation for cognitive analytic‐guided self‐help versus cognitive behavioural‐guided self‐help (2024)Predicting optimal treatment …Digitalisierung und maschinelles Lernen in der Psychotherapieforschung und Praxis – Potentiale und Probleme (2023)Digitalisierung und maschinel…Heterogeneity of treatment effects in trials on psychotherapy of depression. (2022)Heterogeneity of treatment ef…Personalized Medicine and Cognitive Behavioral Therapies for Depression: Small Effects, Big Problems, and Bigger Data (2020)Personalized Medicine and Cog…An Inventory for Measuring Depression (1961)Recommendations for a Standard Research Assessment of Insomnia (2006)Diagnostic and Statistical Manual of Mental Disorders (2013)Psychometric properties of the Beck Depression Inventory-II: a comprehensive review (2013)A review of depression and suicide risk assessment using speech analysis (2015)Reason and emotion in psychotherapy (1962)Cochrane Database of Systematic Reviews (2008)Cochrane Database of Systematic Reviews (2011)Advances in Cognitive Theory and Therapy: The Generic Cognitive Model (2014)Cognitive Behavioral Therapy for Chronic Insomnia (2015)The Future of Intervention Science: Process-Based Therapy (2018)A RATING SCALE FOR DEPRESSION (1960)Psychometric properties of the 42-item and 21-item versions of the Depression Anxiety Stress Scales in clinical groups and a community sample. 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References

  • 1974Judgment under Uncertainty: Heuristics and Biases28,742 cited
  • 1996A 12-Item Short-Form Health Survey17,388 cited
  • 1988Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation11,694 cited
  • 1996Comparison of Beck Depression Inventories-IA and-II in Psychiatric Outpatients5,962 cited
  • 1976The Global Assessment Scale4,981 cited
  • 2012The Efficacy of Cognitive Behavioral Therapy: A Review of Meta-analyses3,433 cited
  • 2003Bergin and Garfield's Handbook of Psychotherapy and Behavior Change3,383 cited
  • 2005The empirical status of cognitive-behavioral therapy: A review of meta-analyses3,214 cited
  • 2015The Great Psychotherapy Debate1,769 cited
  • 1993Journal of Psychotherapy Practice and Research1,680 cited
  • 2018Statistical and Machine Learning forecasting methods: Concerns and ways forward1,515 cited
  • 2008Psychotherapy for depression in adults: A meta-analysis of comparative outcome studies.1,050 cited
  • 2018Cognitive behavioral therapy for anxiety and related disorders: A meta‐analysis of randomized placebo‐controlled trials846 cited
  • 2007Efficacy of the third wave of behavioral therapies: A systematic review and meta-analysis727 cited
  • 2018

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The M4 Competition: Results, findings, conclusion and way forward
634 cited
  • 2004A lab test and algorithms for identifying clients at risk for treatment failure542 cited
  • Cited by

    • 2022Heterogeneity of treatment effects in trials on psychotherapy of depression.77 cited
    • 2020Personalized Medicine and Cognitive Behavioral Therapies for Depression: Small Effects, Big Problems, and Bigger Data62 cited
    • 2023Digitalisierung und maschinelles Lernen in der Psychotherapieforschung und Praxis – Potentiale und Probleme2 cited
    • 2024Predicting optimal treatment allocation for cognitive analytic‐guided self‐help versus cognitive behavioural‐guided self‐help1 cited