Attentional Bias Modification for Social Anxiety Disorder: What do Patients Think and Why does it Matter?
Open accessAbstract
Background: In the past decade, a great deal of research has examined the efficacy and mechanisms of attentional bias modification (ABM), a computerized cognitive training intervention for anxiety and other disorders. However, little research has examined how anxious patients perceive ABM, and it is unclear to what extent perceptions of ABM influence outcome. Aims: To examine patient perceptions of ABM across two studies, using a mixed methods approach. Method: In the first study, participants completed a traditional ABM program and received a hand-out with minimal information about the purpose of the task. In the second study, participants completed an adaptive ABM program and were provided with more extensive rationale and instructions for changing attentional biases. Results: A number of themes emerged from qualitative data related to perceived symptom changes and mechanisms of action, acceptability, early perceptions of the program, barriers/facilitators to engagement, and responses to adaptive features. Moreover, quantitative data suggested that patients’ perceptions of the program predicted symptom reduction as well as change in attentional bias. Conclusions: Our quantitative data suggest that it may be possible to quickly and inexpensively identify some patients who may benefit from current ABM programs, although our qualitative data suggest that ABM needs major modifications before it will be an acceptable and credible treatment more broadly. Although the current study was limited by sample size and design features of the parent trials from which these data originated, our findings may be useful for guiding hypotheses in future studies examining patient perceptions towards ABM.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Only two qualitative studies to date have examined patients' subjective experience of CBM, focussing on social anxiety.
“To the best of our knowledge, only two qualitative studies to date have examined patients’ subjective experience of CBM, focussing on social anxiety [6, 17].”
From A qualitative study of the acceptability of cognitive bias modification for paranoia (CBM-pa) in patients with psychosis (2019) · cites this paper as [17]
Kuckertz et al. found that patients' initial perception of CBM-A predicted both anxiety reduction and the extent to which attention bias was modified.
“Kuckertz et al. [17] found that patients’ initial perception of CBM-A predicted both anxiety reduction and the extent to which attention bias was modified.”
From A qualitative study of the acceptability of cognitive bias modification for paranoia (CBM-pa) in patients with psychosis (2019) · cites this paper as [17]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Three Approaches to Qualitative Content Analysis
Hsieh, H.-F., & Shannon, S. E. (2005) · Qualitative Health Research · doi:10.1177/1049732305276687 · Cited by 44,601 · see citing works
(1998) · Sage eBooks · Cited by 38,631 · see citing works
Posner, M. I. (1980) · Quarterly Journal of Experimental Psychology · doi:10.1080/00335558008248231 · Cited by 9,670 · see citing works
Threat-related attentional bias in anxious and nonanxious individuals: a meta-analytic study.
Bar-Haim, Y., Lamy, D., Pergamin, L., Bakermans-Kranenburg, M. J., & van IJzendoorn, M. H. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.1.1 · Cited by 3,721 · see citing works
Psychotherapy by reciprocal inhibition
Wolpe, J. (1968) · Pavlovian Journal of Biological Science · doi:10.1007/bf03000093 · Cited by 3,389 · see citing works
Psychotherapy by Reciprocal Inhibition
Masserman, J. H. (1958) · Archives of Neurology And Psychiatry · doi:10.1001/archneurpsyc.1958.02340090135025 · Cited by 3,087 · see citing works
Maximizing exposure therapy: An inhibitory learning approach
Craske, M. G., Treanor, M., Conway, C. C., Zbozinek, T., & Vervliet, B. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.04.006 · Cited by 2,339 · cited 1× · see citing works
“…nearly 60 years after the introduction of exposure techniques to treatment of anxiety disorders (Wolpe, 1958), researchers are still struggling in terms of understanding the mechanisms of treatment (Craske et al., 2014; Foa and McLean, 2016), let alone how to present these mechanisms to patients.”
BackgroundPsychometric properties of the credibility/expectancy questionnaire
Devilly, G. J., & Borkovec, T. D. (2000) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/s0005-7916(00)00012-4 · Cited by 2,295 · cited 1× · see citing works
“Following a brief rationale and completion of the first CBM session, participants rated perceived credibility of CBM with the Credibility/Expectancy Questionnaire (CEQ; Borkovec and Costello, 1993; Devilly and Borkovec, 2000).”
MethodLiebowitz, M. R. (2015) · Modern Trends in Pharmacopsychiatry · doi:10.1159/000414022 · Cited by 2,266 · see citing works
FRESCO, D. M., COLES, M. E., HEIMBERG, R. G., LIEBOWITZ, M. R., HAMI, S., STEIN, M. B., & GOETZ, D. (2001) · Psychological Medicine · doi:10.1017/s0033291701004056 · Cited by 874 · see citing works
Hakamata, Y., Lissek, S., Bar-Haim, Y., Britton, J. C., Fox, N. A., Leibenluft, E., Ernst, M., & Pine, D. S. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.07.021 · Cited by 869 · see citing works
Borkovec, T. D., & Costello, E. (1993) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.61.4.611 · Cited by 756 · see citing works
Research review: attention bias modification (ABM): a novel treatment for anxiety disorders
Bar‐Haim, Y. (2010) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2010.02251.x · Cited by 556 · see citing works
Attention training for generalized social anxiety disorder
Schmidt, N. B., Richey, J. A., Buckner, J. D., & Timpano, K. R. (2009) · Journal of Abnormal Psychology · doi:10.1037/a0013643 · Cited by 546 · see citing works
Attention modification program in individuals with generalized anxiety disorder
Amir, N., Beard, C., Burns, M., & Bomyea, J. (2009) · Journal of Abnormal Psychology · doi:10.1037/a0012589 · Cited by 539 · see citing works
Self-citationUnreliability of the dot probe task
Schmukle, S. C. (2005) · European Journal of Personality · doi:10.1002/per.554 · Cited by 538 · see citing works
Are patient expectations still relevant for psychotherapy process and outcome
Greenberg, R. P., Constantino, M. J., & Bruce, N. (2006) · Clinical Psychology Review · doi:10.1016/j.cpr.2005.03.002 · Cited by 477 · see citing works
Cognitive performance in tests sensitive to frontal lobe dysfunction in the elderly depressed
Beats, B. C., Sahakian, B. J., & Levy, R. (1996) · Psychological Medicine · doi:10.1017/s0033291700035662 · Cited by 457 · see citing works
Attention training in individuals with generalized social phobia: A randomized controlled trial.
Amir, N., Beard, C., Taylor, C. T., Klumpp, H., Elias, J. A., Burns, M. N., & Chen, X. (2009) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0016685 · Cited by 455 · see citing works
Self-citationFoa, E. B., & McLean, C. P. (2016) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-021815-093533 · Cited by 360 · see citing works
Cognitive Bias Modification: Past Perspectives, Current Findings, and Future Applications
Hertel, P. T., & Mathews, A. (2011) · Perspectives on Psychological Science · doi:10.1177/1745691611421205 · Cited by 321 · see citing works
Beard, C., & Amir, N. (2008) · Behaviour Research and Therapy · doi:10.1016/j.brat.2008.05.012 · Cited by 319 · see citing works
Self-citationThe attentional bias modification approach to anxiety intervention
MacLeod, C., & Clarke, P. J. F. (2015) · Clinical Psychological Science · doi:10.1177/2167702614560749 · Cited by 315 · see citing works
Attention bias modification for social anxiety: A systematic review and meta-analysis
Heeren, A., Mogoașe, C., Philippot, P., & McNally, R. J. (2015) · Clinical Psychology Review · doi:10.1016/j.cpr.2015.06.001 · Cited by 312 · see citing works
Empirical recommendations for improving the stability of the dot-probe task in clinical research.
Price, R. B., Kuckertz, J. M., Siegle, G. J., Ladouceur, C. D., Silk, J. S., Ryan, N. D., Dahl, R. E., & Amir, N. (2015) · Psychological Assessment · doi:10.1037/pas0000036 · Cited by 312 · see citing works
Self-citationEfficacy of attention bias modification using threat and appetitive stimuli: a meta-analytic review
Beard, C., Sawyer, A. T., & Hofmann, S. G. (2012) · Behavior Therapy · doi:10.1016/j.beth.2012.01.002 · Cited by 291 · see citing works
Self-citationCarlbring, P., Apelstrand, M., Sehlin, H., Amir, N., Rousseau, A., Hofmann, S. G., & Andersson, G. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-66 · Cited by 215 · see citing works
Self-citationBantin, T., Stevens, S., Gerlach, A. L., & Hermann, C. (2016) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2015.04.009 · Cited by 188 · see citing works
Clarke, P. J., Notebaert, L., & MacLeod, C. (2014) · BMC Psychiatry · doi:10.1186/1471-244x-14-8 · Cited by 188 · see citing works
Maximizing exposure therapy An inhibitory learning approach
Pittig, A., Stevens, S., Vervliet, B., Treanor, M., Conway, C., Zbozinek, T. D., & Craske, M. G. (2015) · Kölner Universitäts PublikationsServer (Universität zu Köln) · Cited by 182 · see citing works
Price, R. B., Wallace, M., Kuckertz, J. M., Amir, N., Graur, S., Cummings, L., Popa, P., Carlbring, P., & Bar-Haim, Y. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.09.009 · Cited by 144 · see citing works
Self-citationInternet-Based Attention Training for Social Anxiety: A Randomized Controlled Trial
Boettcher, J., Berger, T., & Renneberg, B. (2012) · Cognitive Therapy and Research · doi:10.1007/s10608-011-9374-y · Cited by 130 · see citing works
Combined cognitive bias modification treatment for social anxiety disorder: a pilot trial
Beard, C., Weisberg, R. B., & Amir, N. (2011) · Depression and Anxiety · doi:10.1002/da.20873 · Cited by 124 · cited 5× · see citing works
“However, data from both Studies 1 and 2 suggest that it may be important to do so, given that baseline credibility and patient perceptions predicted better treatment outcomes (see also Beard et al., 2011).”
BackgroundMethodResultInfluentialSelf-citationBeard, C., Weisberg, R. B., & Primack, J. (2012) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465811000671 · Cited by 124 · see citing works
Self-citationSportel, B. E., de Hullu, E., de Jong, P. J., & Nauta, M. H. (2013) · PLoS ONE · doi:10.1371/journal.pone.0064355 · Cited by 119 · cited 1× · see citing works
“We noted this to be particularly important, as ABM has increasingly been investigated as an adjunctive treatment to cognitive behavioural therapy and/or other CBM programs (Sportel et al., 2013).”
BackgroundModeration and mediation of the effect of attention training in social anxiety disorder
Kuckertz, J. M., Gildebrant, E., Liliequist, B., Karlström, P., Väppling, C., Bodlund, O., Stenlund, T., Hofmann, S. G., Andersson, G., Amir, N., et al. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.12.003 · Cited by 117 · see citing works
Self-citationThe effect of attention modification with explicit vs. minimal instructions on worry
Krebs, G., Hirsch, C. R., & Mathews, A. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2009.10.009 · Cited by 79 · cited 1× · see citing works
“While data from non-clinical populations suggest that explicit instructions about the task (i.e. contingency between probe and neutral stimulus) may enhance ABM’s effect on bias change (Krebs et al., 2010; Nishiguchi et al., 2015), the effect in clinical populations is unknown.”
BackgroundAttention bias modification: the Emperor's new suit?
Emmelkamp, P. M. (2012) · BMC Medicine · doi:10.1186/1741-7015-10-63 · Cited by 76 · see citing works
Attention Bias Modification for Anxiety and Phobias: Current Status and Future Directions
Kuckertz, J. M., & Amir, N. (2015) · Current Psychiatry Reports · doi:10.1007/s11920-014-0545-x · Cited by 74 · see citing works
Self-citationDennis-Tiwary, T. A., Egan, L. J., Babkirk, S., & Denefrio, S. (2016) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.12.008 · Cited by 64 · see citing works
Validation of a novel attentional bias modification task: the future may be in the cards
Notebaert, L., Clarke, P. J. F., Grafton, B., & MacLeod, C. (2015) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.12.007 · Cited by 48 · see citing works
Nishiguchi, Y., Takano, K., & Tanno, Y. (2015) · Emotion · doi:10.1037/a0039117 · Cited by 27 · see citing works
Amir, N., Kuckertz, J. M., & Strege, M. V. (2016) · Cognitive Therapy and Research · doi:10.1007/s10608-016-9781-1 · Cited by 19 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- First MB Spitzer RL Gibbon M Williams JB 2002 Structured clinical interview for DSMIV-TR Axis I disorders, research version, patient edition (SCID-I/P) New York, NY
Cited by
Sorted by citations
The effects of gamification on computerized cognitive training: Systematic review and meta-analysis
Vermeir, J. F., White, M. J., Johnson, D., Crombez, G., & Van Ryckeghem, D. M. L. (2020) · JMIR Serious Games · doi:10.2196/18644 · Cited by 172 · see citing works
Vrijsen, J. N., Grafton, B., Koster, E. H. W., Lau, J. Y. F., Wittekind, C. E., Bar‐Haim, Y., Becker, E. S., Brotman, M. A., Joormann, J., Lazarov, A., et al. (2024) · Behaviour Research and Therapy · doi:10.1016/j.brat.2024.104557 · Cited by 37 · see citing works
Leung, C. J., Fosuaah, A., Frerichs, J., Heslin, M., Kabir, T., Lee, T. M. C., McGuire, P., Meek, C., Mouchlianitis, E., Nath, A. S., et al. (2019) · BMC Psychiatry · doi:10.1186/s12888-019-2215-3 · Cited by 20 · see citing works
Carlson, J. M., Fang, L., Koster, E. H. W., Andrzejewski, J. A., Gilbertson, H., Elwell, K. A., & Zuidema, T. R. (2022) · Biological Psychology · doi:10.1016/j.biopsycho.2022.108353 · Cited by 19 · see citing works
Riquino, M. R., Reese, S. E., & Garland, E. L. (2020) · Child and Adolescent Social Work Journal · doi:10.1007/s10560-020-00692-2 · Cited by 15 · see citing works
Vermeir, J. F., White, M. J., Johnson, D. M., Crombez, G., & Ryckeghem, D. M. L. V. (2021) · JMIR Research Protocols · doi:10.2196/32359 · Cited by 13 · see citing works
Schenkel, E. J., Rinck, M., Wiers, R. W. H. J., Becker, E. S., Mühlig, S., Schöneck, R., & Lindenmeyer, J. (2024) · European Addiction Research · doi:10.1159/000537811 · Cited by 10 · see citing works
Nuijs, M. D., Larsen, H., Bögels, S. M., Wiers, R. W. H. J., & Salemink, E. (2019) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2019.101545 · Cited by 10 · see citing works
Neophytou, K., & Panayiotou, G. (2022) · PLoS ONE · doi:10.1371/journal.pone.0264256 · Cited by 7 · see citing works
du Toit, S. A., Schweizer, S., Moustafa, A. A., & Wong, Q. J. J. (2024) · Journal of Cognitive Psychotherapy · doi:10.1891/jcp-2022-0013 · Cited by 4 · see citing works
Scary in the eye of the beholder: Attentional bias and attentional retraining for social anxiety
Fadardi, J. S., Memarian, S., Parkinson, J. A., Cox, W. M., & Stacy, A. W. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.11.005 · Cited by 4 · see citing works
Kruijt, A., & Carlbring, P. (2018) · doi:10.31234/osf.io/scqf3 · Cited by 7 · see citing works
Wakeman, M., Tesfaye, L., Baskin, G., Gregory, T., Gruse, G., Leahy, E., Kendrick, B., & El‐Toukhy, S. (2025) · JMIR Serious Games · doi:10.2196/59515 · Cited by 3 · see citing works
Vermeir, J. F., White, M. J., Johnson, D. M., Crombez, G., & Ryckeghem, D. M. L. V. (2024) · JMIR Serious Games · doi:10.2196/50635 · Cited by 2 · see citing works
Attentional Bias Modification Training in Virtual Reality: Evaluation of User Experience
Mendoza‐Medialdea, M. T., Carballo-Laza, A., Ascione, M., Meschberger‐Annweiler, F., Porras-García, B., Ferrer‐García, M., & Gutiérrez‐Maldonado, J. (2023) · Applied Sciences · doi:10.3390/app14010222 · Cited by 1 · see citing works
Cognitive Bias Modification Strategies for Anxious Children
Kuckertz, J. M., & Amir, N. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108235655.006 · Cited by 1 · see citing works
Self-citationCONTRIBUIÇÃO DA CINOTERAPIA PARA PSICOTERAPIA EM IDOSOS INSTITUCIONALIZADOS
Corrêa, G. T., Araujo, M. N., Lourenço, C. H. L., Costa, D. B., Pereira, J. D. A., Serra, R. D. C. E. S., Fonteles, T. F., & Santana, L. N. (2021) · doi:10.22533/at.ed.63721070712
A IMPORTÂNCIA DA PSICOLOGIA JURÍDICA NOS PROCESSOS JUDICIAIS DE ALIENAÇÃO PARENTAL
da Silveira, F. M., Castro, A. B. S., Barbosa, E. D. L., da Silva, V. A., & Santos, V. L. S. (2021) · doi:10.22533/at.ed.63721070715
PSICOSES, FAMÍLIA E ARTE: MEIOS PARA PSICOEDUCAÇÃO DE FAMILIARES PELA ARTE
dos Santos, B. L., Nogueira, A. A., & de Meis, C. (2021) · doi:10.22533/at.ed.63721070716
LUTO PERINATAL: OS DANOS PSICOLÓGICOS CAUSADOS PELAS PERDAS GESTACIONAL E NEONATAL
Santos, L. D. S., Damasceno, R. A., de Farias, R. R. S., & Souza, S. C. (2021) · doi:10.22533/at.ed.63721070713
Docasar, D., Silva, A. D. S., Silva, D. C. D. S., Lima, G. V. D. S., & Barboza, R. M. (2021) · doi:10.22533/at.ed.63721070719
Gamified web-delivered attentional bias modification training for the management of chronic pain
Vermeir, J. F. (2023) · Queensland University of Technology · doi:10.5204/thesis.eprints.242456
Attentional bias to threat is modulated by stimulus content: an fNIRS study
Liu, H., Zhang, Q., Elhai, J. D., Montag, C., & Yang, H. (2024) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1308457
Greenaway, A.-M., Hwang, F., Nasuto, S. J., & Ho, A. K. (2025) · Psychological Reports · doi:10.1177/00332941251370235
Wang, Y., Su, F., & Lin, D. (2025) · Current Psychology · doi:10.1007/s12144-025-08691-1
Lindeberg, T., Patmisari, E., & McLaren, H. (2026) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2026.101001
Kim, H. H., Yoon, H., & Kim, S. H. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2026.1801985
Machulska, A., Bück, J., Sünkel, E. T., Neubert, M., & Klucken, T. (2026) · JMIR Human Factors · doi:10.2196/93238
- Authors
- Kuckertz, J. M., Schofield, C. A., Clerkin, E. M., Primack, J., Boettcher, H., Weisberg, R. B., Amir, N., & Beard, C.
- Affiliations
- San Diego State University (US)
- Skidmore College (US)
- Miami University (US)
- Brown University (US)
- Boston University (US)
- Harvard University (US)
- ORCID
- Venue
- Behavioural and Cognitive Psychotherapy
- Publisher
- Cambridge University Press (CUP)
- Published
- 2018-05-06
- Volume
- 47
- Issue
- 1
- Pages
- 16-38
- ISSN
- 1352-4658 (ISSN-L)
- 1469-1833
- PMC
- PMC6219938
- OpenAlex
- W2800939005
- Cited by
- 30
- References
- 43
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 7 · 2023: 2 · 2022: 3 · 2021: 6 · 2020: 2 · 2019: 3 · 2018: 1
- FWCI
- 3.93
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Behavioural and Cognitive Psychotherapy (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Brown University
- National Institute of Mental Health (F32MH083330, F31MH107176, R34MH097820, R01MH106477)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Clinical Psychology › Psychological Treatments and Assessments
- Keywords
- attentional bias modification, social anxiety disorder, patient perspectives, acceptability, treatment engagement, adaptive training, computerized cognitive training, treatment credibility, mechanism of action
- MeSH terms
- Attentional Bias, Phobia, Social, Adolescent, Adult, Aged, Anxiety, Attention, Female, Humans, Male, Middle Aged, Patients, Cognitive Behavioral Therapy, Patient Satisfaction, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review