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Predicting long-term outcome of Internet-delivered cognitive behavior therapy for social anxiety disorder using fMRI and support vector machine learning
16 references·16 citing·39 second hopsampled
Predicting long-term outcome of Internet-delivered cognitive behavior therapy for social anxiety disorder using fMRI and support vector machine learning (2015)Predicting long-term outcome of Internet-…Social Phobia (2015)Social PhobiaPredicting Treatment Response in Social Anxiety Disorder From Functional Magnetic Resonance Imaging (2012)Predicting Treatment Response…Cognitive Bias Modification Approaches to Anxiety (2012)Cognitive Bias Modification A…Internet-Based Cognitive Behavior Therapy vs. Cognitive Behavioral Group Therapy for Social Anxiety Disorder: A Randomized Controlled Non-inferiority Trial (2011)Internet-Based Cognitive Beha…The Neurocircuitry of Fear, Stress, and Anxiety Disorders (2009)The Neurocircuitry of Fear, S…Treatment of social phobia: randomised trial of internet-delivered cognitive-behavioural therapy with telephone support (2007)Treatment of social phobia: r…Incidence of Social Anxiety Disorder and the Consistent Risk for Secondary Depression in the First Three Decades of Life (2007)Incidence of Social Anxiety D…Use of fMRI to Predict Recovery From Unipolar Depression With Cognitive Behavior Therapy (2006)Use of fMRI to Predict Recove…Internet-based self-help with therapist feedback and in vivo group exposure for social phobia: A randomized controlled trial. (2006)Internet-based self-help with…Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication (2005)Lifetime Prevalence and Age-o…Evaluation of the Clinical Global Impression Scale among individuals with social anxiety disorder (2003)Evaluation of the Clinical Gl…Cognitive Therapy Versus Fluoxetine in Generalized Social Phobia: A Randomized Placebo-Controlled Trial. (2003)Cognitive Therapy Versus Fluo…Common Changes in Cerebral Blood Flow in Patients With Social Phobia Treated With Citalopram or Cognitive-Behavioral Therapy (2002)Common Changes in Cerebral Bl…Social Phobia: Diagnosis, Assessment, and Treatment (1996)Social Phobia: Diagnosis, Ass…Social phobia : diagnosis, assessment, and treatment (1995)Social phobia : diagnosis, as…A cognitive model of social phobia (1995)A cognitive model of social p…Can we predict who will benefit from cognitive-behavioural therapy? A systematic review and meta-analysis of machine learning studies (2022)Can we predict who will benef…Evaluation of Cognitive Behavioral Therapy vs Mindfulness Meditation in Brain Changes During Reappraisal and Acceptance Among Patients With Social Anxiety Disorder (2021)Evaluation of Cognitive Behav…ENIGMA‐anxiety working group: Rationale for and organization of large‐scale neuroimaging studies of anxiety disorders (2020)ENIGMA‐anxiety working group:…Deep learning paired with wearable passive sensing data predicts deterioration in anxiety disorder symptoms across 17–18 years (2020)Deep learning paired with wea…A scoping review of machine learning in psychotherapy research (2020)A scoping review of machine l…Predicting cognitive behavioral therapy outcome in the outpatient sector based on clinical routine data: A machine learning approach (2019)Predicting cognitive behavior…Neuroimaging Predictors and Mechanisms of Treatment Response in Social Anxiety Disorder: an Overview of the Amygdala (2018)Neuroimaging Predictors and M…Voxel-based morphometry multi-center mega-analysis of brain structure in social anxiety disorder (2017)Voxel-based morphometry multi…Prediction of outcome in internet‐delivered cognitive behaviour therapy for paediatric obsessive‐compulsive disorder: A machine learning approach (2017)Prediction of outcome in inte…Predicting cognitive behavioral therapy response in social anxiety disorder with anterior cingulate cortex and amygdala during emotion regulation (2017)Predicting cognitive behavior…Mechanisms of cognitive-behavioral therapy for obsessive-compulsive disorder involve robust and extensive increases in brain network connectivity (2017)Mechanisms of cognitive-behav…Face Perception in Social Anxiety: Visuocortical Dynamics Reveal Propensities for Hypervigilance or Avoidance (2017)Face Perception in Social Anx…Neuroplasticity in response to cognitive behavior therapy for social anxiety disorder (2016)Neuroplasticity in response t…Neurobiological markers predicting treatment response in anxiety disorders: A systematic review and implications for clinical application (2016)Neurobiological markers predi…Imaging the neural effects of cognitive bias modification training (2016)Imaging the neural effects of…A systematic review of the neural bases of psychotherapy for anxiety and related disorders (2015)A systematic review of the ne…Functional Neuroimaging of Anxiety: A Meta-Analysis of Emotional Processing in PTSD, Social Anxiety Disorder, and Specific Phobia (2007)Diagnostic and Statistical Manual of Mental Disorders (2013)Maximizing exposure therapy: An inhibitory learning approach (2014)Post-traumatic stress disorder (2015)Handbook of Religion and Health (2023)Manual for the State-Trait Anxiety Inventory (1970)Lifetime and 12-Month Prevalence of DSM-III-R Psychiatric Disorders in the United States (1994)Development and validation of measures of social phobia scrutiny fear and social interaction anxiety11Editor’s note: This article was written before the development of some contemporary measures of social phobia, such as the Social Phobia and Anxiety Inventory (Turner et al., 1989). We have invited this article for publication because of the growing interest in the scales described therein. S.T. (1998)Association between Amygdala Hyperactivity to Harsh Faces and Severity of Social Anxiety in Generalized Social Phobia (2005)Oxytocin Attenuates Amygdala Reactivity to Fear in Generalized Social Anxiety Disorder (2010)Toward a Unified Treatment for Emotional Disorders – Republished Article (2016)Child abuse: Adolescent records vs. adult recall (1990)The World Mental Health (WMH) Survey Initiative version of the World Health Organization (WHO) Composite International Diagnostic Interview (CIDI) (2004)Prevalence, Severity, and Comorbidity of 12-Month DSM-IV Disorders in the National Comorbidity Survey Replication (2005)The Prevalence and Correlates of Eating Disorders in the National Comorbidity Survey Replication (2006)Anxiety sensitivity, anxiety frequency and the prediction of fearfulness (1986)Development and validation of the penn state worry questionnaire (1990)Threat-related attentional bias in anxious and nonanxious individuals: A meta-analytic study. (2007)The impact of anxiety upon cognition: perspectives from human threat of shock studies (2013)Efficacy of cognitive bias modification interventions in anxiety and depression: Meta-analysis (2015)A meta-analysis of the relation between math anxiety and math achievement. (2020)An inventory for measuring clinical anxiety: Psychometric properties. (1988)Enduring Effects for Cognitive Behavior Therapy in the Treatment of Depression and Anxiety (2005)Augmentation of Exposure Therapy With D-Cycloserine for Social Anxiety Disorder (2006)Attention training for generalized social anxiety disorder. 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Resolving the "porcupine problem." (2007)World Federation of Societies of Biological Psychiatry (WFSBP) Guidelines for the Pharmacological Treatment of Anxiety, Obsessive-Compulsive and Post-Traumatic Stress Disorders – First Revision (2008)Treatment of anxiety disorders (2017)
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References

  • 2005Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication20,388 cited
  • 1995A cognitive model of social phobia2,701 cited
  • 2015Social Phobia2,264 cited
  • 2009The Neurocircuitry of Fear, Stress, and Anxiety Disorders2,082 cited
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  • 2007Incidence of Social Anxiety Disorder and the Consistent Risk for Secondary Depression in the First Three Decades of Life730 cited
  • 2012Cognitive Bias Modification Approaches to Anxiety612 cited
  • 2003Cognitive Therapy Versus Fluoxetine in Generalized Social Phobia: A Randomized Placebo-Controlled Trial.558 cited
  • 2002Common Changes in Cerebral Blood Flow in Patients With Social Phobia Treated With Citalopram or Cognitive-Behavioral Therapy532 cited
  • 2006Use of fMRI to Predict Recovery From Unipolar Depression With Cognitive Behavior Therapy495 cited
  • 2006Internet-based self-help with therapist feedback and in vivo group exposure for social phobia: A randomized controlled trial.381 cited
  • 2007Treatment of social phobia: randomised trial of internet-delivered cognitive-behavioural therapy with telephone support293 cited
  • 2003Evaluation of the Clinical Global Impression Scale among individuals with social anxiety disorder

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286 cited
  • 2011Internet-Based Cognitive Behavior Therapy vs. Cognitive Behavioral Group Therapy for Social Anxiety Disorder: A Randomized Controlled Non-inferiority Trial284 cited
  • 2012Predicting Treatment Response in Social Anxiety Disorder From Functional Magnetic Resonance Imaging262 cited
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    • 2016Neuroplasticity in response to cognitive behavior therapy for social anxiety disorder111 cited
    • 2017Mechanisms of cognitive-behavioral therapy for obsessive-compulsive disorder involve robust and extensive increases in brain network connectivity86 cited
    • 2017Prediction of outcome in internet‐delivered cognitive behaviour therapy for paediatric obsessive‐compulsive disorder: A machine learning approach84 cited
    • 2017Voxel-based morphometry multi-center mega-analysis of brain structure in social anxiety disorder75 cited
    • 2022Can we predict who will benefit from cognitive-behavioural therapy? A systematic review and meta-analysis of machine learning studies73 cited
    • 2020Deep learning paired with wearable passive sensing data predicts deterioration in anxiety disorder symptoms across 17–18 years70 cited
    • 2021Evaluation of Cognitive Behavioral Therapy vs Mindfulness Meditation in Brain Changes During Reappraisal and Acceptance Among Patients With Social Anxiety Disorder69 cited
    • 2017Predicting cognitive behavioral therapy response in social anxiety disorder with anterior cingulate cortex and amygdala during emotion regulation59 cited
    • 2020ENIGMA‐anxiety working group: Rationale for and organization of large‐scale neuroimaging studies of anxiety disorders55 cited
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    • 2016Imaging the neural effects of cognitive bias modification training52 cited
    • 2018Neuroimaging Predictors and Mechanisms of Treatment Response in Social Anxiety Disorder: an Overview of the Amygdala52 cited
    • 2017Face Perception in Social Anxiety: Visuocortical Dynamics Reveal Propensities for Hypervigilance or Avoidance50 cited