The Mental Elf

Cognitive bias modification for anxiety and depression: is practice based on sound evidence?

Getting an article accepted for publication can be a trying experience, requiring multiple re-drafts or considerable persistence in displaying your wares to several editors, or just having to accept your data is not of a quality suitable for scientific eyes. We might assume this would be particularly true for authors describing RCTs concerning clinical interventions, where positive outcomes could readily effect changes in clinical practice.

You would think that editors and reviewers would be aware of the responsibility they hold to really make sure any papers suggesting that psychologists consider adopting a new technique are based on sound evidence. You would think. But, according to Cristea, Kok and Cuijpers, you would be quite wrong. Looking into the evidence base for one of a wave of popular new arms of cognitive therapy, they have found a reality gap between the flag-waving for Cognitive Bias Modification (CBM) and the pitiful, poor quality studies forming some pretty shoddy flagpoles.

Cognitive Bias Modification refers to the process of modifying cognitive biases in healthy people and also refers to a growing area of psychological (non-pharmaceutical) therapies for anxiety, depression and addiction called CBMT. Cognitive Bias Modification Therapy
Cognitive Bias Modification refers to the process of modifying cognitive biases in healthy people and also refers to a growing area of psychological therapies for anxiety, depression and addiction.

To set the context, a Google search of CBM throws up http://www.biasmodification.com/ with the following paragraph on its main page:

In 2009, the Journal of Abnormal Psychology reported on a study in which 72% of the volunteers were cured of Social Anxiety Disorder after just 2 hours CBM therapy, and in 2010 there were 12 studies which all concluded that Cognitive Bias Modification can be an effective treatment for anxiety.

Whilst respected international publications also seem unable to avoid the leap onto the bandwagon (http://www.economist.com/node/18276234).

No wonder Cristea et al were so concerned. And that’s not all they were disturbed by. From a more academic perspective, three previous meta-analyses of CBM studies failed to specify inclusion criteria applied, such as whether the papers reviewed had randomised samples. The field was already seen as hampered by the lack of large-scale studies meeting the CONSORT guidelines and a general failure for studies to attend to moderating factors.

Their aim, therefore, was to appraise the available literature, using the PRISMA statement method to select eligible RCTs, to use the Cochrane Collaboration guidelines to consider publication bias, and then to appraise in depth the quality of the RCTs. They also wanted to check whether CBM studies reporting positive results were appearing more in the high impact factor journals.

CBM has become popular, but do we have the evidence to support its use in practice?
CBM has become popular, but do we have the evidence to support its use in practice?

Methods

Their method starts with a clearly charted selection process producing 49 RCTs for review. These were appraised for their quality: only 5 met all 5 quality criteria, whilst 10 met none. A lack of detail in the papers made it difficult in the majority of cases to assess biasing factors.

Cristea et al applied Hedges’ g to comparisons between CBM treatment and comparison groups on anxiety and depression outcome measures. Their paper details the substantial challenges in this simple-seeming task. Comparison groups could be no treatment or alternative treatment; the CBM interventions used were widely varied; samples could be clinical or voluntary, paid or unpaid; therapy lengths varied considerably, with 21 studies only examining a ‘one-session-therapy’. Papers were too variable in their reporting of follow-up to allow any examination of longer-term effects.

Results

A plot-by-study of effect sizes illustrates the potential impact of 3 major outliers amongst the 49 studies and justifies the steps taken by Cristea et al to address heterogeneity and extreme values in their analysis. They present effect sizes for all studies, and then anxiety outcomes, depression outcomes and clinical sample outcomes separately. Small effect sizes (approximately g=0.3) across the board drop to negligible levels when outliers are removed, with the exception of depression outcomes (g=0.33 for 17 RCTs across all samples; g=0.24 for 9 RCTs for clinical samples). Even these effect sizes, which might be heralded as positive support for CBM, are small not only in themselves but importantly are small when compared to other, more established therapeutic approaches for depression.

The authors highlight the neglect in the papers of mediating and moderating factors. Cristea et al’s own analyses found significant evidence of higher effect sizes linked to monetary compensation and laboratory (rather than home-based) intervention delivery. Logically, they suggest that the small effects found across the 49 RCTs could at least be potentially influenced by these mediators. On top of this, the troubling issue of publication bias was probed by considering impact factor of the publishing journal, and once this was accounted for, effect sizes became non-significant across the board.

The take-home message won't be welcomed by many: Effect sizes were small for anxiety and depression outcomes and there was significant heterogeneity.
The take-home message won’t be welcomed by many: Effect sizes were small for anxiety and depression outcomes and there was significant heterogeneity.

Conclusion

Overall, the authors conclude that the promotion of CBM as an effective therapy for anxiety and depression is unfounded on the basis of current evidence. They suggest that a cluster of early studies with high effect sizes have been followed with diminishing returns, and they profess concern about the race to push CBM into clinical practice which has left an ‘after the horse has bolted’ situation. They despair at some length about the real lack of quality in the studies assessed, which are all published works and yet lack methodological vigour or proper biasing checks.

The authors suggest that the way forward for CBM would be quality RCTs with clinical populations and thoroughly outlined treatment protocols. This seems generous; on this evidence, one could argue that the notion of further research seems like an inefficient use of resources at best.

There was publication bias and the reviewers also discovered across almost all outcome categories: the more recent the study, the smaller and closer to zero its corresponding effect size.
There was publication bias and the reviewers also discovered across almost all outcomes, the more recent the study, the smaller its corresponding effect size.

Link

Cristea IA, Kok RN, Cuijpers P. Efficacy of cognitive bias modification interventions in anxiety and depression: meta-analysis. Br J Psychiatry 2015 Jan;206(1):7-16. [PubMed abstract]

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  • hughesy9000x

    hughesy9000x

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • PUNC13

    PUNC13

    11 years ago
    RT @SSHRPlymUni: “@Mental_Elf: Cognitive bias modification for anxiety and depression: evidence? http://t.co/wb59c3sOCm #EBP” @PUNC13 #NRS2…
  • João Leal

    João Leal

    11 years ago
    João Leal liked this on Facebook.
  • UoGMHNS

    UoGMHNS

    11 years ago
    RT @JuliaTelfer: "@Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on evidence? http://t.co/LLzlKeQD…
  • SwimmingCat100

    SwimmingCat100

    11 years ago
    @Mental_Elf thank you, very interesting reading
  • JohnFoster12

    JohnFoster12

    11 years ago
    RT @JuliaTelfer: "@Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on evidence? http://t.co/LLzlKeQD…
  • JuliaTelfer

    JuliaTelfer

    11 years ago
    "@Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on evidence? http://t.co/LLzlKeQDIS #EBP"@UoGMHNS
  • drkatemuse

    drkatemuse

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • gilbertsgrandad

    gilbertsgrandad

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • TAWOP

    TAWOP

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • AdibEssali

    AdibEssali

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • NurSus_EU

    NurSus_EU

    11 years ago
    RT @SSHRPlymUni: “@Mental_Elf: Cognitive bias modification for anxiety and depression: evidence? http://t.co/wb59c3sOCm #EBP” @PUNC13 #NRS2…
  • SSHRPlymUni

    SSHRPlymUni

    11 years ago
    “@Mental_Elf: Cognitive bias modification for anxiety and depression: evidence? http://t.co/wb59c3sOCm #EBP” @PUNC13 #NRS203 @jmmorris1
  • LambGwen

    LambGwen

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • tereziafarkas

    tereziafarkas

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • rjimmy663

    rjimmy663

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • hermitsholiday

    hermitsholiday

    11 years ago
    Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/iL5fzjLERY via @sharethis
  • hullodave

    hullodave

    11 years ago
    RT @Mental_Elf: Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytp…
  • Mental_Elf

    Mental_Elf

    11 years ago
    Don't miss - Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytpq2516 #EBP
  • aghoury79

    aghoury79

    11 years ago
    Mental Elf: Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/L6Zjznnukm
  • Private_Therapy

    Private_Therapy

    11 years ago
    #Article via @Mental_Elf Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/xe0L47j0Yx
  • ElisabetTubau

    ElisabetTubau

    11 years ago
    RT @Mental_Elf: .@mindrinse New evidence on Cognitive Bias Modification http://t.co/31ytpq2516 Any comment?
  • oosterhoff2

    oosterhoff2

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • ajj_1988

    ajj_1988

    11 years ago
    Nice critical piece on #cognitive #bias #modification for @Mental_Elf. Problems not limited to depression though? http://t.co/KFNQ1jVKc8
  • Mental_Elf

    Mental_Elf

    11 years ago
    .@mindrinse New evidence on Cognitive Bias Modification http://t.co/31ytpq2516 Any comment?
  • Iain_caldwell

    Iain_caldwell

    11 years ago
    @Mental_Elf @Zia_Julia thank you I will she a read of the blog now
  • LuijtenMaartje

    LuijtenMaartje

    11 years ago
    RT @Mental_Elf: How come Cognitive Bias Modification is so popular when there's so little evidence to support its use? http://t.co/31ytpq25…
  • JayDuckworth

    JayDuckworth

    11 years ago
    RT @field_matt: Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • Nicola Davies

    Nicola Davies

    11 years ago
    Nicola Davies liked this on Facebook.
  • 121Therapy

    121Therapy

    11 years ago
    RT @Mental_Elf: How come Cognitive Bias Modification is so popular when there's so little evidence to support its use? http://t.co/31ytpq25…
  • field_matt

    field_matt

    11 years ago
    RT @Zia_Julia: Main problem IMHO is therapy focused on weak experimental effects some of which were ... http://t.co/WOgK2bxj6l
  • Joni_Coleman

    Joni_Coleman

    11 years ago
    "Only 5 met all 5 quality criteria" - actually it was only 1...
  • Joni_Coleman

    Joni_Coleman

    11 years ago
    RT @Mental_Elf: How come Cognitive Bias Modification is so popular when there's so little evidence to support its use? http://t.co/31ytpq25…
  • Neuroscience_LJ

    Neuroscience_LJ

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • Mental_Elf

    Mental_Elf

    11 years ago
    How come Cognitive Bias Modification is so popular when there's so little evidence to support its use? http://t.co/31ytpq2516
  • BrynjarBrynjar

    BrynjarBrynjar

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • HeadstedUK

    HeadstedUK

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • Sally Adams

    Sally Adams

    11 years ago
    Sally Adams liked this on Facebook.
  • Mental_Elf

    Mental_Elf

    11 years ago
    Hi @Iain_caldwell There's a response to your question from @Zia_Julia on the blog http://t.co/so5HhUvbnS Do continue the debate there :-)
  • Zia_Julia

    Zia_Julia

    11 years ago
    Main problem IMHO is therapy focused on weak experimental effects some of which were ... http://t.co/WOgK2bxj6l
  • 121Therapy

    121Therapy

    11 years ago
    RT @Zia_Julia: @Mental_Elf Proud to have an article I co-authored blogged about so nicely here http://t.co/APlFNMnYcb
  • CoyneoftheRealm

    CoyneoftheRealm

    11 years ago
    RT @Zia_Julia: @Mental_Elf Proud to have an article I co-authored blogged about so nicely here http://t.co/APlFNMnYcb
  • caputpurgijs

    caputpurgijs

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • Mental_Elf

    Mental_Elf

    11 years ago
    RT @Zia_Julia: @Mental_Elf Proud to have an article I co-authored blogged about so nicely here http://t.co/APlFNMnYcb
  • psalkovskis

    psalkovskis

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • Zia_Julia

    Zia_Julia

    11 years ago
    @Mental_Elf Proud to have an article I co-authored blogged about so nicely here http://t.co/APlFNMnYcb
  • bdogrunner

    bdogrunner

    11 years ago
    #CognitiveBiasModification is NOT an effective treatment for anxiety or depression: A meta-analysis http://t.co/vVOJprPmWx via @Mental_Elf
  • BuffDavis

    BuffDavis

    11 years ago
    RT @field_matt: Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • BABCP

    BABCP

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • MaxineHoward333

    MaxineHoward333

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • LMarryat

    LMarryat

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • TCleare

    TCleare

    11 years ago
    RT @Mental_Elf: New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2…
  • Mental_Elf

    Mental_Elf

    11 years ago
    New meta-analysis casts serious doubts over use of #CognitiveBiasModification for anxiety or depression http://t.co/31ytpq2516 #CBM
  • Iain_caldwell

    Iain_caldwell

    11 years ago
    @Mental_Elf @Zia_Julia is the issue with CBM the focus on techniques driven by RCTs? More practice based research examining common factors?
  • Raluca Lucacel

    Raluca Lucacel

    11 years ago
    Raluca Lucacel liked this on Facebook.
  • The Mental Elf

    The Mental Elf

    11 years ago
    The Mental Elf liked this on Facebook.
  • Iain_caldwell

    Iain_caldwell

    11 years ago
    RT @Mental_Elf: Today we blog @Zia_Julia's review on the flakey evidence-base for Cognitive Bias Modification http://t.co/31ytpq2516 http:/…
  • CoyneoftheRealm

    CoyneoftheRealm

    11 years ago
    RT @Mental_Elf: Today we blog @Zia_Julia's review on the flakey evidence-base for Cognitive Bias Modification http://t.co/31ytpq2516 http:/…
  • Mental_Elf

    Mental_Elf

    11 years ago
    Today we blog @Zia_Julia's review on the flakey evidence-base for Cognitive Bias Modification http://t.co/31ytpq2516 http://t.co/wIs4ywu0sa
  • CampbellBurrell

    CampbellBurrell

    11 years ago
    RT @field_matt: Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • morriseric

    morriseric

    11 years ago
    RT @field_matt: Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • Ben Kinsey-Jones

    Ben Kinsey-Jones

    11 years ago
    Ben Kinsey-Jones liked this on Facebook.
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  • Kirsten Corden

    Kirsten Corden

    11 years ago
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  • Mental_Elf

    Mental_Elf

    11 years ago
    RT @field_matt: Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • mel_lean

    mel_lean

    11 years ago
    RT @Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytppKtCw
  • field_matt

    field_matt

    11 years ago
    I suspect the literature on CBM in addiction is even more flimsy http://t.co/pu9SnQdwje
  • field_matt

    field_matt

    11 years ago
    Excellent @Mental_Elf blog about flimsy cognitive bias modification effects in anxiety & depression http://t.co/pu9SnQdwje
  • Iain_caldwell

    Iain_caldwell

    11 years ago
    Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/wrXNea6NJ3
  • _SMHR_

    _SMHR_

    11 years ago
    RT @Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytppKtCw
  • Iain_caldwell

    Iain_caldwell

    11 years ago
    RT @Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytppKtCw
  • field_matt

    field_matt

    11 years ago
    RT @Mental_Elf: Cognitive bias modification for anxiety and depression: is practice based on sound evidence? http://t.co/31ytppKtCw
  • aghoury79

    aghoury79

    11 years ago
    Cognitive bias modification for anxiety and depression: is practice based on sound evidence?: Sarah McDonald r... http://t.co/nnt4ZgW2sL