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Ma, L., Kruijt, A.-W., Ek, A.-K., Åbyhammar, G., Furmark, T., Andersson, G. & Carlbring, P. (2020). Seeking neutral: A VR-based person-identity-matching task for attentional bias modification – A randomised controlled experiment. Internet Interventions, 21, Article ID 100334.
Open this publication in new window or tab >>Seeking neutral: A VR-based person-identity-matching task for attentional bias modification – A randomised controlled experiment
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2020 (English)In: Internet Interventions, ISSN 2214-7829, Vol. 21, article id 100334Article in journal (Refereed) Published
Abstract [en]

Background: Attentional bias modification (ABM) aims to reduce anxiety by attenuating bias towards threatening information. The current study incorporated virtual reality (VR) technology and 3-dimensional stimuli with a person-identity-matching (PIM) task to evaluate the effects of a VR-based ABM training on attentional bias and anxiety symptoms.

Methods: One hundred participants with elevated social anxiety were randomised to four training groups. Attentional bias was assessed at pre- and post-training, and anxiety symptoms were assessed at pre-training, post-training, 1-week follow-up, and 3-month follow-up.

Results: Change in anxiety did not correlate with change in bias (r = −0.08). A repeated-measures ANOVA showed no significant difference in bias from pre- to post-ABM, or between groups. For anxiety symptoms, a linear mixed-effects model analysis revealed a significant effect of time. Participants showed reduction in anxiety score at each successive assessment (p < .001, Nagelkerke's pseudo r2 = 0.65). However, no other significant main effect or interactions were found. A clinically significant change analysis revealed that 4% of participants were classified as ‘recovered’ at 3-month follow-up.

Conclusions: A single session of VR-based PIM task did not change attentional bias. The significant reduction in anxiety was not specific to active training, and the majority of participants remained clinically unchanged.

Keywords
attentional bias, attentional bias modification, social anxiety, virtual reality, dot-probe, person-identity-matching
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-184314 (URN)10.1016/j.invent.2020.100334 (DOI)000573900800002 ()
Note

This study was in part funded by Riksbankens Jubileumsfond (P15-0795:1)

Available from: 2020-08-25 Created: 2020-08-25 Last updated: 2022-03-23Bibliographically approved
Kruijt, A.-W., Parsons, S. & Fox, E. (2019). A Meta-Analysis of Bias at Baseline in RCTs of Attention Bias Modification: No Evidence for Dot-Probe Bias Towards Threat in Clinical Anxiety and PTSD. Journal of Abnormal Psychology, 128(6), 563-573
Open this publication in new window or tab >>A Meta-Analysis of Bias at Baseline in RCTs of Attention Bias Modification: No Evidence for Dot-Probe Bias Towards Threat in Clinical Anxiety and PTSD
2019 (English)In: Journal of Abnormal Psychology, ISSN 0021-843X, E-ISSN 1939-1846, Vol. 128, no 6, p. 563-573Article in journal (Refereed) Published
Abstract [en]

Background: Considerable effort and funding have been spent on developing Attention Bias Modification (ABM) as a treatment for anxiety disorders, theorized to exert therapeutic effects through reduction of a tendency to orient attention towards threat. However, meta-analytical evidence that clinical anxiety is characterized by threat-related attention bias is thin. The largest meta-analysis to date included dot-probe data for n=337 clinically anxious individuals. Baseline measures of biased attention obtained in ABM RCTs form an additional body of data that has not previously been meta-analyzed.

Method: This paper presents a meta-analysis of threat-related dot-probe bias measured at baseline for 1005 clinically anxious individuals enrolled in 13 ABM RCTs.

Results: Random-effects meta-analysis indicated no evidence that the mean bias index (BI) differed from zero (k= 13, n= 1005, mean BI = 1.8 ms, SE = 1.26 ms, p = .144, 95% CI [-0.6 - 4.3]. Additional Bayes factor analyses also supported the point-zero hypothesis (BF10 = .23), whereas interval-based analysis indicated that mean bias in clinical anxiety is unlikely to extend beyond the 0 to 5 ms interval. 

Discussion: Findings are discussed with respect to strengths (relatively large samples, possible bypassing of publication bias), limitations (lack of control comparison, repurposing data, specificity to dot-probe data), and theoretical and practical context. We suggest that it should no longer be assumed that clinically anxious individuals are characterized by selective attention towards threat.

Conclusion: Clinically anxious individuals enrolled in RCTs for Attention Bias Modification are not characterized by threat-related attention bias at baseline.

Keywords
attention bias, clinical anxiety, meta-analysis, attention bias modification, translational research
National Category
Applied Psychology
Research subject
Clinical Psychology
Identifiers
urn:nbn:se:su:diva-171504 (URN)10.1037/abn0000406 (DOI)000478024300009 ()
Funder
EU, FP7, Seventh Framework Programme, 324176
Available from: 2019-08-12 Created: 2019-08-12 Last updated: 2022-02-26Bibliographically approved
Ma, L., Kruijt, A.-W., Nöjd, S., Zetterlund, E., Andersson, G. & Carlbring, P. (2019). Attentional bias modification in virtual reality. In: Book of Abstracts: 21st Conference of the European Society for Cognitive Psychology. Paper presented at 21st Conference of the European Society for Cognitive Psychology, Tenerife, Spain, 25-28 September, 2019 (pp. 227-227). , Article ID PS1.51.
Open this publication in new window or tab >>Attentional bias modification in virtual reality
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2019 (English)In: Book of Abstracts: 21st Conference of the European Society for Cognitive Psychology, 2019, p. 227-227, article id PS1.51Conference paper, Poster (with or without abstract) (Other academic)
Abstract [en]

Attentional bias modification (ABM) aims to reduce anxiety by attenuating bias towards threatening information. The current study incorporated virtual reality (VR) technology and 3-dimensional stimuli with a dot-probe task to evaluate the effects of a VR-based ABM training on attentional bias and anxiety symptoms. A total of 100 participants were randomised to four training groups. Attentional bias was assessed at pre- and post-training, and anxiety symptoms were assessed at pre-training, post-training, 1-week follow-up, and 3-months follow-up. Change in anxiety did not correlate with change in bias. No significant difference in bias was observed from pre- to post-ABM or between groups. For anxiety symptoms, participants showed significant reduction in anxiety scores over time. However, no other significant main effect or interactions were found. A clinically significant change analysis revealed that 9% of participants were classified as ‘recovered’ at 3-months follow-up.

Keywords
attentional bias modification, ABM, virtual reality, anxiety
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-175192 (URN)
Conference
21st Conference of the European Society for Cognitive Psychology, Tenerife, Spain, 25-28 September, 2019
Available from: 2019-10-15 Created: 2019-10-15 Last updated: 2022-02-26Bibliographically approved
Ma, L., Kruijt, A.-W., Nöjd, S., Zetterlund, E., Andersson, G. & Carlbring, P. (2019). Attentional Bias Modification in Virtual Reality: A VR-Based Dot-Probe Task With 2D and 3D Stimuli. Frontiers in Psychology, 10, Article ID 2526.
Open this publication in new window or tab >>Attentional Bias Modification in Virtual Reality: A VR-Based Dot-Probe Task With 2D and 3D Stimuli
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2019 (English)In: Frontiers in Psychology, E-ISSN 1664-1078, Vol. 10, article id 2526Article in journal (Refereed) Published
Abstract [en]

Background: Attentional bias modification (ABM) aims to reduce anxiety by attenuating bias toward threatening information. The current study incorporated virtual reality (VR) technology and three-dimensional stimuli with a dot-probe task to evaluate the effects of a VR-based ABM training on attentional bias and anxiety symptoms.

Methods: A total of 100 participants were randomized to four training groups. Attentional bias was assessed at pre- and post-training, and anxiety symptoms were assessed at pre-training, post-training, 1-week follow-up, and 3-months follow-up.

Results: Change in anxiety did not correlate with change in bias (p = 0.24). A repeated-measures ANOVA showed no significant difference in bias from pre- to post-ABM (p = 0.144), or between groups (p = 0.976). For anxiety symptoms, a linear mixed-effects model analysis revealed a significant effect of time. Participants showed reduction in anxiety score at each successive assessment (p < 0.001). However, no other significant main effect or interactions were found. A clinically significant change analysis revealed that 9% of participants were classified as ‘recovered’ at 3-months follow-up.

Conclusion: A single session of VR-based ABM did not change attentional bias. The significant reduction in anxiety was not specific to active training, and the majority of participants remained clinically unchanged.

Keywords
attentional bias, attentional bias modification, social anxiety, virtual reality, dot-probe, attentional training
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-176364 (URN)10.3389/fpsyg.2019.02526 (DOI)
Note

This study was in part funded by Riksbankens Jubileumsfond (P15-0795:1).

Available from: 2019-12-03 Created: 2019-12-03 Last updated: 2022-03-23Bibliographically approved
Kruijt, A.-W. & Carlbring, P. (2019). Mechanics of Contingency-Based Cognitive Bias Modification: Pre-Existing Bias Affects Potency of Active Training but Not Placebo Conditions. In: Thomas Heidenreich, Philip Tata (Ed.), Proceedings of the 9th World Congress of Behavioural & Cognitive Therapies: Volume II. Posters. Paper presented at 9th World Congress of Behavioural & Cognitive Therapies, Berlin, Germany, July 17-20, 2019 (pp. 161-161). Tübingen: dgvt-Verlag, 2
Open this publication in new window or tab >>Mechanics of Contingency-Based Cognitive Bias Modification: Pre-Existing Bias Affects Potency of Active Training but Not Placebo Conditions
2019 (English)In: Proceedings of the 9th World Congress of Behavioural & Cognitive Therapies: Volume II. Posters / [ed] Thomas Heidenreich, Philip Tata, Tübingen: dgvt-Verlag , 2019, Vol. 2, p. 161-161Conference paper, Poster (with or without abstract) (Refereed)
Abstract [en]

Introduction: Cognitive Bias Modification (CBM) refers various computerized training protocols aimed at modifying individuals’ automatic information processing patterns (cognitive biases). CBM protocols are commonly regarded as potential new treatments, targeting cognitive biases believed to be involved in anxiety, depression, substance abuse, disordered eating, pain perception, insomnia, etc. Designed to reward response tendencies associated with more desired information processing patterns trough repeated practice, CBM tasks tend to rely on a (hidden) contingency between stimulus valence and response rewards. In CBM studies, active training conditions are typically contrasted with control conditions lacking the contingency, often called 50/50 placebo. This report focusses on the wide-spread, and intuitive, notion that pre-existing bias may affect the contingency experienced by an individual engaging in a 50/50 placebo control condition thereby inadvertently rendering the intended placebo condition more potent.

Method: We employed probabilistic reasoning, presenting formulae to compute the probability for each type of trial to modify or consolidate an individuals initial response tendency. In addition, an interactive online visualization app has been made available.

Results: Contrary to the often-forwarded notion, pre-existing bias cannot increase the potency of a 50/50 placebo condition. In contrast, we arrived at the unforeseen conclusion that lack of pre-existing bias may render an active training condition functionally similar to a placebo condition.

Discussion: Our probabilistic arguments invite discussion of CBM’s implicitness assumption, as well as the ever more clearly emerging problem of information processing biases not being reliably observed in clinical populations whereas our arguments suggest that pre-existing bias is necessary for CBM to function in the manner that it is devised to function.

Place, publisher, year, edition, pages
Tübingen: dgvt-Verlag, 2019
Keywords
Cognitive Bias Modification, bias, active training, placebo conditions
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-174174 (URN)978-3-87159-852-4 (ISBN)
Conference
9th World Congress of Behavioural & Cognitive Therapies, Berlin, Germany, July 17-20, 2019
Available from: 2019-10-03 Created: 2019-10-03 Last updated: 2022-02-26Bibliographically approved
Kruijt, A.-W. & Carlbring, P. (2018). Processing confusing procedures in the recent re-analysis of a cognitive bias modification meta-analysis [Letter to the editor]. British Journal of Psychiatry, 212(4), 246-246
Open this publication in new window or tab >>Processing confusing procedures in the recent re-analysis of a cognitive bias modification meta-analysis
2018 (English)In: British Journal of Psychiatry, ISSN 0007-1250, E-ISSN 1472-1465, Vol. 212, no 4, p. 246-246Article in journal, Letter (Other academic) Published
Keywords
meta-analysis, CBM, cognitive bias modification
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-154254 (URN)10.1192/bjp.2018.41 (DOI)000428073500012 ()
Available from: 2018-03-21 Created: 2018-03-21 Last updated: 2022-02-28Bibliographically approved
Ma, L., Zetterlund, E., Nöjd, S., Ek, A.-K., Åbyhammar, G., Kruijt, A.-W., . . . Carlbring, P. (2017). Attentional bias modification in virtual reality. In: : . Paper presented at 9th Swedish Congress on internet interventions (SWEsrii), Linköping, Sweden, November 3, 2017 (pp. 18-18).
Open this publication in new window or tab >>Attentional bias modification in virtual reality
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2017 (English)Conference paper, Oral presentation with published abstract (Refereed)
Abstract [en]

Introduction: It has been theorised that attentional biases (sensitivity and hypervigilance towards threat-related information) may play a causal role in the aetiology and maintenance of dysfunctional anxiety. Attentional bias modification (ABM) aims to directly modify the underlying attentional biases implicated in anxiety disorders, and consequently reduce anxiety symptoms.

We conducted two studies that examined the effectiveness of ABM training programs in reducing attentional bias and anxiety. Both programs were delivered via virtual reality (VR) technology. Study 1 utilised a traditional dot-probe ABM, and Study 2 utilised a Person Identity Match (PIM) ABM. In addition to the comparison of two different ABM programs, the studies also investigated whether the use of 3 dimensional stimuli has an impact on the outcome of the ABM training.

Methods:

Study 1

One hundred participants with elevated anxiety scores (LSAS > 30) were randomly assigned to 4 groups:

1. ABM with 2D stimuli (n = 25)2. Mock-ABM with 2D stimuli (n = 25)3. ABM with 3D stimuli (n = 25)4. Mock-ABM with 3D stimuli (n = 25)

The participants first completed questionnaires that measured their anxiety and other factors of interest. After which the participants completed 100 trials of a dot-probe task to measure their pre-training attentional bias. The participants then completed 360 trials of ABM training. Following ABM, the participants carried out post-training bias measurement and anxiety measurement. Finally, the participants answered follow-up questionnaires 1 week and 3months after the ABM training.

Study 2

Study 2 shares the exact same design as Study 1, but utilised a different version of ABMtraining.

Results: Data analysis is currently ongoing and results are pending. The change in attentional bias and anxiety are the primary outcome measures. Both within-group comparisons (pre-training vs. post-training) and between-group comparisons (ABM vs. mock; 2D vs 3D; Dot-probe vs. PIM) will be carried out. Some preliminary results will be presented at the conference.

Conclusions: Pending

Keywords
attentional bias, ABM, dysfunctional anxiety, VR, virtual reality
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-149193 (URN)
Conference
9th Swedish Congress on internet interventions (SWEsrii), Linköping, Sweden, November 3, 2017
Available from: 2017-11-20 Created: 2017-11-20 Last updated: 2022-02-28Bibliographically approved
Kruijt, A.-W. & Carlbring, P. (2017). Processing confusing procedures in the recent re-analysis of a cognitive bias modification (CBM) meta-analysis [Letter to the editor]. British Journal of Psychiatry, 211(5), 266-271
Open this publication in new window or tab >>Processing confusing procedures in the recent re-analysis of a cognitive bias modification (CBM) meta-analysis
2017 (English)In: British Journal of Psychiatry, ISSN 0007-1250, E-ISSN 1472-1465, Vol. 211, no 5, p. 266-271Article in journal, Letter (Other academic) Published
Keywords
cognitive bias modification, CBM, meta-analysis
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-150406 (URN)10.1192/bjp.bp.115.176123 (DOI)
Note

This publication post is an eLetter response to the following reference: Ben Grafton, Colin MacLeod, Daniel Rudaizky, Emily A. Holmes, Elske Salemink, Elaine Fox, Lies Notebaert. (2017). Confusing procedures with process when appraising the impact of cognitive bias modification on emotional vulnerability. The British Journal of Psychiatry, 211(5), 266-271.

Available from: 2017-12-18 Created: 2017-12-18 Last updated: 2022-02-28Bibliographically approved
Kruijt, A.-W., Parsons, S. & Fox, E. (2017). Treatment without target? No meta-analytical evidence for baseline bias towards threat in 860 clinically anxious individuals enrolled in Attention Bias Modification RCTs. In: : . Paper presented at 9th Swedish Congress on internet interventions (SWEsrii), Linköping, Sweden, November 3, 2017 (pp. 19-19).
Open this publication in new window or tab >>Treatment without target? No meta-analytical evidence for baseline bias towards threat in 860 clinically anxious individuals enrolled in Attention Bias Modification RCTs
2017 (English)Conference paper, Oral presentation with published abstract (Refereed)
Abstract [en]

Background: Considerable effort and funding are spent on developing and assessing clinical efficacy of dot probe task (DPT) based Attention Bias Modification (ABM). ABM is regarded as a potential new (online) treatment for anxiety disorders especially. Anxiety disorders are commonly asserted to be characterised by ABM’s treatment target: preferential processing of threatening information. Yet the available meta-analytical evidence for this specific threat- bias in clinically anxious individuals is thin: the largest meta-analysis to date included DPT data for only n = 337 clinically anxious individuals. We reasoned that the baseline bias measures obtained in RCTs for ABM constitute a considerable, hitherto not assessed, body of data on the existence of DPT threat bias in clinically anxious samples.

Method: Baseline ‘threat vs neutral’ DPT summary data for n=860 clinically anxious individuals enrolled in k=11 ABM RCTs were meta-analysed using REML. Additional Bayesian analysis was used to assess support for a series of 1 ms wide bias size intervals.

Results: REML analysis indicated no evidence that mean observed Bias Index (BI) differs from point zero (k= 11, n= 860, mean BI = 1.8, SE = 1.53, p = .229, 95% CI [-1.2 - 4.8]). Bayesian analyses indicated moderate support for the traditional ‘point-zero’ over the ‘not point-zero’ hypothesis (BF01 = 6.7). Interval-based Bayesian analysis suggest that BI most likely falls in the 0-1 ms interval (BFinterval/notinterval = 231) and is almost certainly not larger than +2 ms (towards threat), or -1 ms (away from threat).

Conclusion: Clinically anxious individuals enrolled in RCTs for Attention Bias Modification do not display attention bias towards threat at the start of their trials. This meta-analytical finding casts strong doubt on the common assumption that clinical anxiety is characterized by preferential attention allocation towards threatening information.

Keywords
ABM, attention bias modification, dot probe task, DPT, anxiety disorders, preferential attention allocation
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-149196 (URN)
Conference
9th Swedish Congress on internet interventions (SWEsrii), Linköping, Sweden, November 3, 2017
Available from: 2017-11-20 Created: 2017-11-20 Last updated: 2022-02-28Bibliographically approved
Kruijt, A.-W. & Carlbring, P.Mechanics of contingency-based Cognitive Bias Modification: pre-existing bias affects potency of active training but not placebo conditions.
Open this publication in new window or tab >>Mechanics of contingency-based Cognitive Bias Modification: pre-existing bias affects potency of active training but not placebo conditions
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Cognitive Bias Modification (CBM) is an overarching term for various computerized training protocols developed to change automatic information processing patterns (cognitive biases). CBM tasks are designed to reward response tendencies associated with more desired information processing patterns trough repeated practice. Target cognitive biases include those believed to be involved in anxiety, depression, addiction, and eating disorders, and CBM protocols are commonly regarded as potential new treatments. Most CBM forms rely on a (hidden) contingency between stimulus valence and response rewards. In CBM studies, active training conditions are typically contrasted with control conditions lacking the contingency, often called 50/50 placebo. This report focusses on the wide-spread, and intuitive, notion that pre-existing bias may affect the contingency experienced by an individual engaging in a 50/50 placebo control condition, and that this may inadvertently render the intended placebo condition more potent. Employing probabilistic reasoning, we conclude that, contrary to the often-forwarded notion, pre-existing bias cannot increase the potency of a 50/50 placebo condition. In contrast, we arrived at the unforeseen conclusion that lack of pre-existing bias may render an active training condition functionally similar to a placebo condition. In this paper we develop these arguments, review literature with respect to our assumptions, and discuss implications.

Keywords
cognitive bias modification, task mechanics, placebo, training
National Category
Psychology
Research subject
Psychology
Identifiers
urn:nbn:se:su:diva-163092 (URN)10.31234/osf.io/scqf3 (DOI)
Note

CC-By Attribution 4.0 International.

Available from: 2018-12-13 Created: 2018-12-13 Last updated: 2022-02-26
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0003-2318-6576

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