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Using network analysis for the prediction of treatment dropout in patients with mood and anxiety disorders: A methodological proof-of-concept study
16 references·16 citing·46 second hopsampled
Using network analysis for the prediction of treatment dropout in patients with mood and anxiety disorders: A methodological proof-of-concept study (2018)Using network analysis for the prediction…Advancing social connection as a public health priority in the United States. (2017)Advancing social connection a…A network theory of mental disorders (2017)A network theory of mental di…Association of Symptom Network Structure With the Course of Depression (2015)Association of Symptom Networ…State of the aRt personality research: A tutorial on network analysis of personality data in R (2014)State of the aRt personality …Network Analysis: An Integrative Approach to the Structure of Psychopathology (2013)Network Analysis: An Integrat…qgraph : Network Visualizations of Relationships in Psychometric Data (2012)qgraph : Network Visualizatio…Premature discontinuation in adult psychotherapy: A meta-analysis. (2012)Premature discontinuation in …Ambulatory Assessment (2012)Ambulatory AssessmentDeconstructing the construct: A network perspective on psychological phenomena (2011)Deconstructing the construct:…Ecological Momentary Assessment (2007)Ecological Momentary Assessme…Behavioral activation treatments of depression: A meta-analysis (2006)Behavioral activation treatme…Comparing effect sizes in follow-up studies: ROC Area, Cohen's d, and r. (2005)Comparing effect sizes in fol…The validity of the Mini International Neuropsychiatric Interview (MINI) according to the SCID-P and its reliability (1997)The validity of the Mini Inte…Social Relationships and Health (1988)Social Relationships and Heal…Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of…Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of…Comparing three neural networks to predict depression treatment outcomes in psychological therapies (2025)Comparing three neural networ…Parental burnout features and the family context: A temporal network approach in mothers. (2023)Parental burnout features and…Building an early warning system for depression: Rationale, objectives, and methods of the WARN-D study (2023)Building an early warning sys…Network analysis for modeling complex systems in SLA research (2022)Network analysis for modeling…Auditing the research practices and statistical analyses of the group-level temporal network approach to psychological constructs: A systematic scoping review (2022)Auditing the research practic…Within- and across-day patterns of interplay between depressive symptoms and related psychopathological processes: a dynamic network approach during the COVID-19 pandemic (2021)Within- and across-day patter…Recovering Within-Person Dynamics from Psychological Time Series (2021)Recovering Within-Person Dyna…Person-specific networks in psychopathology: Past, present, and future (2021)Person-specific networks in p…Measurement-Based and Data-Informed Psychological Therapy (2021)Measurement-Based and Data-In…Technological Interventions for Emotion Regulation (2020)Technological Interventions f…Personalized treatment selection in routine care: Integrating machine learning and statistical algorithms to recommend cognitive behavioral or psychodynamic therapy (2020)Personalized treatment select…Machine learning and natural language processing in psychotherapy research: Alliance as example use case. (2020)Machine learning and natural …Bridging the gap between complexity science and clinical practice by formalizing idiographic theories: a computational model of functional analysis (2020)Bridging the gap between comp…Integrating structure and dynamics in personality assessment: First steps toward the development and validation of a personality dynamics diary. (2019)Integrating structure and dyn…Network Analysis Reveals Which Negative Symptom Domains Are Most Central in Schizophrenia vs Bipolar Disorder (2018)Network Analysis Reveals Whic…Capturing the risk of persisting depressive symptoms: A dynamic network investigation of patients' daily symptom experiences (2018)Capturing the risk of persist…A Coefficient of Agreement for Nominal Scales (1960)The Mini International Neuropsychiatric Interview (MINI). A short diagnostic structured interview: reliability and validity according to the CIDI (1997)The Primary Care PTSD Screen for DSM-5 (PC-PTSD-5): Development and Evaluation Within a Veteran Primary Care Sample (2016)Accuracy of Patient Health Questionnaire-9 (PHQ-9) for screening to detect major depression: individual participant data meta-analysis (2019)Meta-Analytic Procedures for Social Research (1991)A power primer. (1992)Meta-Analytic Procedures for Social Research. (1994)The accuracy of recidivism risk assessments for sexual offenders: A meta-analysis of 118 prediction studies. (2009)Assessing Risk for Sexual Recidivism: Some Proposals on the Nature of Psychologically Meaningful Risk Factors (2010)An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study (2018)Statistical Methods for Meta-Analysis (1988)Measuring inconsistency in meta-analyses (2003)Cochrane Handbook for Systematic Reviews of Interventions (2008)The Origins and Current Status of Behavioral Activation Treatments for Depression (2011)Advances and Open Questions in the Science of Subjective Well-Being (2018)The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science (2018)Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication (2005)The Concept of Mind (2006)Diagnostic and Statistical Manual of Mental Disorders (2013)Estimating Psychological Networks and their Accuracy: A Tutorial Paper (2016)A tutorial on regularized partial correlation networks. (2018)Social Support as a Moderator of Life Stress (1976)SOCIAL NETWORKS, HOST RESISTANCE, AND MORTALITY: A NINE-YEAR FOLLOW-UP STUDY OF ALAMEDA COUNTY RESIDENTS (1979)Social Support and Health. (1986)Social Relationships and Health. (2004)Social Relationships and Mortality Risk: A Meta-analytic Review (2010)Loneliness and Social Isolation as Risk Factors for Mortality (2015)An Inventory for Measuring Depression (1961)Manual for the State-Trait Anxiety Inventory (1970)Stress, social support, and the buffering hypothesis. (1985)Behavioral inhibition, behavioral activation, and affective responses to impending reward and punishment: The BIS/BAS Scales. (1994)Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. (2003)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)Availability: A heuristic for judging frequency and probability (1973)Relation of implicit theories to the construction of personal histories. (1989)Daily Well-Being: The Role of Autonomy, Competence, and Relatedness (2000)Integrating Person‐Centered and Variable‐Centered Analyses: Growth Mixture Modeling With Latent Trajectory Classes (2000)Twelve‐month and lifetime prevalence and lifetime morbid risk of anxiety and mood disorders in the United States (2012)Subjective wellbeing, health, and ageing (2014)An alternative "description of personality": The Big-Five factor structure. (1990)Structural Equations with Latent Variables. (1991)lavaan : An R Package for Structural Equation Modeling (2012)Making things happen: a theory of causal explanation (2004)Bridge Centrality: A Network Approach to Understanding Comorbidity (2019)Comparing network structures on three aspects: A permutation test. (2022)Взаимосвязь статуса занятости и пола с уровнем психологического благополучия (2026)
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References

  • 1988Development and validation of brief measures of positive and negative affect: The PANAS scales.32,408 cited
  • 1988Development and validation of brief measures of positive and negative affect: The PANAS scales.31,356 cited
  • 1988Social Relationships and Health7,051 cited
  • 2007Ecological Momentary Assessment6,416 cited
  • 2012qgraph : Network Visualizations of Relationships in Psychometric Data4,889 cited
  • 2013Network Analysis: An Integrative Approach to the Structure of Psychopathology4,350 cited
  • 2017A network theory of mental disorders3,456 cited
  • 1997The validity of the Mini International Neuropsychiatric Interview (MINI) according to the SCID-P and its reliability2,149 cited
  • 2005Comparing effect sizes in follow-up studies: ROC Area, Cohen's d, and r.1,604 cited
  • 2006Behavioral activation treatments of depression: A meta-analysis1,142 cited
  • 2014State of the aRt personality research: A tutorial on network analysis of personality data in R989 cited
  • 2012Premature discontinuation in adult psychotherapy: A meta-analysis.977 cited
  • 2017Advancing social connection as a public health priority in the United States.974 cited
  • 2015Association of Symptom Network Structure With the Course of Depression849 cited

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2012
Ambulatory Assessment
754 cited
  • 2011Deconstructing the construct: A network perspective on psychological phenomena738 cited
  • Cited by

    • 2020Machine learning and natural language processing in psychotherapy research: Alliance as example use case.141 cited
    • 2021Measurement-Based and Data-Informed Psychological Therapy129 cited
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    • 2020Bridging the gap between complexity science and clinical practice by formalizing idiographic theories: a computational model of functional analysis99 cited
    • 2021Recovering Within-Person Dynamics from Psychological Time Series96 cited
    • 2020Personalized treatment selection in routine care: Integrating machine learning and statistical algorithms to recommend cognitive behavioral or psychodynamic therapy93 cited
    • 2019Integrating structure and dynamics in personality assessment: First steps toward the development and validation of a personality dynamics diary.87 cited
    • 2022Network analysis for modeling complex systems in SLA research83 cited
    • 2021Within- and across-day patterns of interplay between depressive symptoms and related psychopathological processes: a dynamic network approach during the COVID-19 pandemic64 cited
    • 2018Network Analysis Reveals Which Negative Symptom Domains Are Most Central in Schizophrenia vs Bipolar Disorder63 cited
    • 2022Auditing the research practices and statistical analyses of the group-level temporal network approach to psychological constructs: A systematic scoping review59 cited
    • 2018Capturing the risk of persisting depressive symptoms: A dynamic network investigation of patients' daily symptom experiences50 cited
    • 2023Building an early warning system for depression: Rationale, objectives, and methods of the WARN-D study46 cited
    • 2023Parental burnout features and the family context: A temporal network approach in mothers.29 cited
    • 2020Technological Interventions for Emotion Regulation7 cited
    • 2025Comparing three neural networks to predict depression treatment outcomes in psychological therapies5 cited