A RCT of a transdiagnostic internet-delivered treatment for three anxiety disorders: Examination of support roles and disorder-specific outcomes
Open accessAbstract
BACKGROUND: Anxiety disorders share common vulnerabilities and symptoms. Disorder-specific treatment is efficacious, but few access evidence-based care. Administering transdiagnostic cognitive-behavioral therapy via the internet (iCBT) may increase access to evidence-based treatment, with a recent randomized controlled trial (RCT) providing preliminary support for this approach. This study extends those findings and aims to answer three questions: Is a transdiagnostic iCBT program for anxiety disorders efficacious and acceptable? Does it result in change for specific disorders? Can good clinical outcomes be obtained when guidance is provided via a Coach rather than a Clinician? METHOD: RCT (N = 131) comparing three groups: Clinician-supported (CL) vs. Coach-supported (CO) vs. waitlist control (Control). Individuals met DSM-IV criteria for a principal diagnosis of generalized anxiety disorder (GAD), social phobia (SP) or panic disorder with or without agoraphobia (Pan/Ag). Treatment consisted of an 8-lesson/10 week iCBT program with weekly contact from a Clinician or Coach, and follow-up at 3-months post-treatment. RESULTS: Outcomes for the pooled treatment groups (CL+CO) were superior to the Control group on measures of anxiety, depression and disability, were associated with medium to large effect sizes (Cohen's d = .76-1.44) (response rate = 89-100%), and were maintained at follow-up. Significant reductions were found on disorder-specific outcomes for each of the target diagnoses, and were associated with large effect sizes. CO participants achieved similar outcomes to CL participants at post-treatment, yet had significantly lower symptom severity scores on general anxiety, panic-disorder, depression and disability at follow-up (d = .45-.46). Seventy-four percent of CO and 76% of CL participants completed the program. Less than 70 minutes of Clinician or Coach time was required per participant during the program. DISCUSSION: This transdiagnostic iCBT course for anxiety appears to be efficacious, associated with significant change for three target disorders, and is efficacious when guided by either a Clinician or Coach. TRIAL REGISTRATION: Australian New Zealand Clinical Trials Registry ACTRN12610000242022.
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?
Previous studies have not found significant differences in acceptability or outcomes when support is offered by graduate student practitioners or registered healthcare professionals.
“Previous studies have not found significant differences in acceptability or outcomes when support is offered by either graduate student practitioners or registered healthcare professionals (e.g. Johnston et al., 2011).”
From Five-year observational study of Internet-delivered cognitive behavioural pain management when offered as routine care by an online therapy clinic (2022) · cites this paper as Johnston et al., 2011
The Results section reports no significant difference in satisfaction ratings between the Coach and Clinician groups, supporting the acceptability part. But it reports significant differences on some outcomes at post-treatment and three-month follow-up. The Methods section also identifies the Coach as a registered psychologist, not a graduate student practitioner; no page numbers are available in our copy. (LLM, conf=0.91)
Experimental — accuracy not yet measuredIn RCTs, TD-CBT has been shown to be more effective than waitlist control in group-format and online delivery.
“In randomised controlled trials (RCTs) TD-CBT has been shown to be more effective compared to waitlist control (WLC) in group-format (controlled between-group ES: d = .50)(Erickson, Janeck, & Tallman, 2007) and online delivery (Johnston et al., 2011).”
From Systematic review and meta-analysis of transdiagnostic psychological treatments for anxiety and depressive disorders in adulthood (2015) · cites this paper as Johnston et al., 2011
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
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,841 · see citing works
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · see citing works
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765 · see citing works
(1998) · The Journal of Clinical Psychiatry · Cited by 19,139 · see citing works
(1998) · PubMed · Cited by 10,216 · see citing works
(1995) · Cited by 6,909 · see citing works
The mini international neuropsychiatric interview
Lecrubier, Y., Sheehan, D. V., Hergueta, T., & Weiller, E. (1998) · European Psychiatry · doi:10.1016/s0924-9338(99)80239-9 · Cited by 5,882 · see citing works
Development and validation of the Penn State Worry Questionnaire
Meyer, T. J., Miller, M. L., Metzger, R. L., & Borkovec, T. D. (1990) · Behaviour Research and Therapy · doi:10.1016/0005-7967(90)90135-6 · Cited by 5,099 · see citing works
Antony, M. M., Bieling, P. J., Cox, B. J., Enns, M. W., & Swinson, R. P. (1998) · Psychological Assessment · doi:10.1037/1040-3590.10.2.176 · Cited by 4,874 · see citing works
Löwe, B., Decker, O., Müller, S., Brähler, E., Schellberg, D., Herzog, W., & Herzberg, P. Y. (2008) · Medical Care · doi:10.1097/mlr.0b013e318160d093 · Cited by 4,527 · see citing works
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Löwe, B. (2010) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2010.03.006 · Cited by 4,057 · see citing works
Lecrubier, Y., Sheehan, D., Weiller, E., Amorim, P., Bonora, I., Sheehan, K. H., Janavs, J., & Dunbar, G. (1997) · European Psychiatry · doi:10.1016/s0924-9338(97)83296-8 · Cited by 3,513 · see citing works
Mattick, R. P., & Clarke, J. C. (1998) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(97)10031-6 · Cited by 3,367 · see citing works
Psychometric 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
“At post-treatment, all participants also completed a 7-item treatment satisfaction questionnaire based on the Credibility/ Expectancy Questionnaire (CEQ) [44].”
MethodToward a unified treatment for emotional disorders
Barlow, D. H., Allen, L. B., & Choate, M. L. (2004) · Behavior Therapy · doi:10.1016/s0005-7894(04)80036-4 · Cited by 1,430 · see citing works
Internet-Based and Other Computerized Psychological Treatments for Adult Depression: A Meta-Analysis
Andersson, G., & Cuijpers, P. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070903318960 · Cited by 1,368 · see citing works
Andrews, G., Cuijpers, P., Craske, M. G., McEvoy, P., & Titov, N. (2010) · PLoS ONE · doi:10.1371/journal.pone.0013196 · Cited by 1,311 · see citing works
Self-citationAssessing Psychiatric Impairment in Primary Care with the Sheehan Disability Scale
Leon, A. C., Olfson, M., Portera, L., Farber, L., & Sheehan, D. V. (1997) · The International Journal of Psychiatry in Medicine · doi:10.2190/t8em-c8yh-373n-1uwd · Cited by 987 · see citing works
Sheehan, D. V. (1984) · Medical Entomology and Zoology · Cited by 883 · see citing works
Psychometric properties of the Penn State Worry Questionnaire in a clinical anxiety disorders sample
Brown, T. A., Antony, M. M., & Barlow, D. H. (1992) · Behaviour Research and Therapy · doi:10.1016/0005-7967(92)90093-v · Cited by 812 · see citing works
A Meta-Analytic Review of Adult Cognitive-Behavioral Treatment Outcome Across the Anxiety Disorders
Norton, P. J., & Price, E. C. (2007) · Journal of Nervous & Mental Disease · doi:10.1097/01.nmd.0000253843.70149.9a · Cited by 612 · see citing works
Improving access to psychological therapy: initial evaluation of two UK demonstration sites
Clark, D. M., Layard, R., Smithies, R., Richards, D. A., Suckling, R., & Wright, B. (2009) · Behaviour Research and Therapy · doi:10.1016/j.brat.2009.07.010 · Cited by 599 · see citing works
Toward a unified treatment for emotional disorders - republished Article
Barlow, D. H., Allen, L. B., & Choate, M. L. (2016) · Behavior Therapy · doi:10.1016/j.beth.2016.11.005 · Cited by 536 · see citing works
Proudfoot, J., Ryden, C., Everitt, B., Shapiro, D. A., Goldberg, D., Mann, A., Tylee, A., Marks, I., & Gray, J. A. (2004) · British Journal of Psychiatry · doi:10.1192/bjp.185.1.46 · Cited by 516 · cited 1× · see citing works
“Evidence for the effectiveness of computer-delivered transdiagnostic treatments was provided by two early studies that used computerized CBT to treat panic and phobias, and anxiety and depression, demonstrating symptom reduction from single treatment protocols [19,20].”
Computer‐Aided Psychotherapy for Anxiety Disorders: A Meta‐Analytic Review
Cuijpers, P., Marks, I. M., van Straten, A., Cavanagh, K., Gega, L., & Andersson, G. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070802694776 · Cited by 429 · see citing works
Titov, N., Andrews, G., Davies, M., McIntyre, K., Robinson, E., & Solley, K. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010939 · Cited by 406 · see citing works
Self-citationReliability of the self-report version of the panic disorder severity scale
Houck, P. R., Spiegel, D. A., Shear, M. K., & Rucci, P. (2002) · Depression and Anxiety · doi:10.1002/da.10049 · Cited by 406 · see citing works
Vickers, A. J. (2005) · BMC Medical Research Methodology · doi:10.1186/1471-2288-5-35 · Cited by 400 · see citing works
Peters, L., Sunderland, M., Andrews, G., Rapee, R. M., & Mattick, R. P. (2012) · Psychological Assessment · doi:10.1037/a0024544 · Cited by 379 · see citing works
Self-citationConceptual foundations of the transdiagnostic approach to CBT
Mansell, W., Harvey, A., Watkins, E., & Shafran, R. (2009) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.23.1.6 · Cited by 347 · see citing works
McEvoy, P. M., Nathan, P., & Norton, P. J. (2009) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.23.1.20 · Cited by 346 · see citing works
Carlbring, P., Brunt, S., Bohman, S., Austin, D., Richards, J., Öst, L.-G., & Andersson, G. (2007) · Computers in Human Behavior · doi:10.1016/j.chb.2005.05.002 · Cited by 319 · cited 1× · see citing works
“Moreover, recent research indicates that online administration of questionnaires results in acceptable reliability of responses with emerging evidence for equivalence between paper-and-pencil versions of self-report questionnaires and online administration [40,41,42,43].”
BackgroundBurgess, P. M., Pirkis, J. E., Slade, T. N., Johnston, A. K., Meadows, G. N., & Gunn, J. M. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670902970858 · Cited by 318 · see citing works
Wilamowska, Z. A., Thompson-Hollands, J., Fairholme, C. P., Ellard, K. K., Farchione, T. J., & Barlow, D. H. (2010) · Depression and Anxiety · doi:10.1002/da.20735 · Cited by 314 · see citing works
Clinician-Assisted Internet-Based Treatment is Effective for Panic: A Randomized Controlled Trial
Wims, E., Titov, N., Andrews, G., & Choi, I. (2010) · Australian & New Zealand Journal of Psychiatry · doi:10.3109/00048671003614171 · Cited by 290 · cited 9× · see citing works
“Analyses by principal disorder yielded results consistent with those reported in recent studies of disorder-specific iCBT programs for GAD [53], SP [54] and Pan/Ag [46].”
BackgroundResultInfluentialSelf-citationRobinson, E., Titov, N., Andrews, G., McIntyre, K., Schwencke, G., & Solley, K. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010942 · Cited by 277 · see citing works
Self-citationWhat Makes Internet Therapy Work?
Andersson, G., Carlbring, P., Berger, T., Almlöv, J., & Cuijpers, P. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070902916400 · Cited by 234 · see citing works
Clinician-Assisted Internet-Based Treatment is Effective for Depression: Randomized Controlled Trial
Perini, S., Titov, N., & Andrews, G. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670902873722 · Cited by 231 · see citing works
Self-citationIndividually-tailored, internet-based treatment for anxiety disorders: a randomized controlled trial
Carlbring, P., Maurin, L., Törngren, C., Linna, E., Eriksson, T., Sparthan, E., Strååt, M., Marquez von Hage, C., Bergman-Nordgren, L., & Andersson, G. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.10.002 · Cited by 227 · see citing works
MARKS, I. M., KENWRIGHT, M., McDONOUGH, M., WHITTAKER, M., & MATAIX-COLS, D. (2004) · Psychological Medicine · doi:10.1017/s003329170300878x · Cited by 226 · see citing works
Hedman, E., Ljótsson, B., Rück, C., Furmark, T., Carlbring, P., Lindefors, N., & Andersson, G. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.01.010 · Cited by 220 · see citing works
Transdiagnostic Internet treatment for anxiety disorders: A randomized controlled trial
Titov, N., Andrews, G., Johnston, L., Robinson, E., & Spence, J. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.05.014 · Cited by 196 · see citing works
Self-citationGoldberg, D. P., Krueger, R. F., Andrews, G., & Hobbs, M. J. (2009) · Psychological Medicine · doi:10.1017/s0033291709990298 · Cited by 184 · see citing works
Self-citationTransdiagnostic approaches to the treatment of anxiety disorders: A quantitative review.
Norton, P. J., & Philipp, L. M. (2008) · Psychotherapy: Theory, Research, Practice, Training · doi:10.1037/0033-3204.45.2.214 · Cited by 159 · see citing works
The Treatment of Anxiety Disorders: Clinician's Guide and Patient Manuals
Andrews, G., Creamer, M. C., Crino, R. D., Hunt, C. J., Lampe, L. A., & Page, A. C. (1994) · UWA Profiles and Research Repository (University of Western Australia) · Cited by 157 · see citing works
Self-citationImproving access to psychological therapies: Phase IV prospective cohort study
Richards, D. A., & Suckling, R. (2009) · British Journal of Clinical Psychology · doi:10.1348/014466509x405178 · Cited by 154 · see citing works
Low intensity CBT interventions: a revolution in mental health care
Bennett–Levy, J., Richards, D. A., & Farrand, P. A. (2010) · Oxford University Press eBooks · doi:10.1093/med:psych/9780199590117.003.0001 · Cited by 148 · see citing works
Titov, N., Andrews, G., Robinson, E., Schwencke, G., Johnston, L., Solley, K., & Choi, I. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670903179269 · Cited by 147 · see citing works
Self-citationShyness 2: Treating Social Phobia Online: Replication and Extension
Titov, N., Andrews, G., & Schwencke, G. (2008) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670802119820 · Cited by 133 · cited 1× · see citing works
“Analyses by principal disorder yielded results consistent with those reported in recent studies of disorder-specific iCBT programs for GAD [53], SP [54] and Pan/Ag [46].”
ResultSelf-citationPreliminary evaluation of a broad-spectrum cognitive-behavioral group therapy for anxiety
Norton, P. J., & Hope, D. A. (2005) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2004.07.002 · Cited by 132 · see citing works
Randomized Controlled Trial of Web-Based Treatment of Social Phobia Without Clinician Guidance
Titov, N., Andrews, G., Choi, I., Schwencke, G., & Johnston, L. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670903179160 · Cited by 122 · see citing works
Self-citationTitov, N., Andrews, G., Schwencke, G., Solley, K., Johnston, L., & Robinson, E. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670903179228 · Cited by 112 · see citing works
Self-citationAndersson, G., Estling, F., Jakobsson, E., Cuijpers, P., & Carlbring, P. (2011) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2010.529457 · Cited by 102 · see citing works
Vickers, A. J. (2005) · Psychosomatic Medicine · doi:10.1097/01.psy.0000172624.52957.a8 · Cited by 99 · see citing works
Clark, D. A. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070902980745 · Cited by 97 · see citing works
Shyness programme: Longer term benefits, cost-effectiveness, and acceptability
Titov, N., Andrews, G., Johnston, L., Schwencke, G., & Choi, I. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670802534424 · Cited by 88 · cited 2× · see citing works
“05 and power of 80%, which was the minimum expected based on similar studies [9,45,46].”
BackgroundResultSelf-citationBrief self-rated screening for depression on the Internet
Donker, T., van Straten, A., Marks, I., & Cuijpers, P. (2010) · Journal of Affective Disorders · doi:10.1016/j.jad.2009.07.013 · Cited by 88 · see citing works
Computer-administered interviews and rating scales.
Garb, H. N. (2007) · Psychological Assessment · doi:10.1037/1040-3590.19.1.4 · Cited by 74 · see citing works
Transdiagnostic Group CBT for Anxiety: Clinical Experience and Practical Advice
Erickson, D. H., Janeck, A. S., & Tallman, K. (2009) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.23.1.34 · Cited by 44 · see citing works
Page, A. C., & Hooke, G. R. (2003) · The Journal of Nervous and Mental Disease · doi:10.1097/01.nmd.0000092174.38770.e9 · Cited by 31 · see citing works
Flagged first, then by citations
2 of the 62 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [2]Andrews G Creamer M Crino R Hunt C Lampe L 2003 The treatment of anxiety disorders: clinicians guides and patient manuals. Cambridge Cambridge University Press
Cited by
Sorted by citations
The impact of guidance on Internet-based mental health interventions — A systematic review
Baumeister, H., Reichler, L., Munzinger, M., & Lin, J. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.08.003 · Cited by 1,037 · see citing works
Hedman, E., Ljótsson, B., & Lindefors, N. (2012) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1586/erp.12.67 · Cited by 672 · see citing works
Newby, J. M., McKinnon, A., Kuyken, W., Gilbody, S., & Dalgleish, T. (2015) · Clinical Psychology Review · doi:10.1016/j.cpr.2015.06.002 · Cited by 545 · see citing works
Psychological treatment of generalized anxiety disorder: A meta-analysis
Cuijpers, P., Sijbrandij, M., Koole, S., Huibers, M., Berking, M., & Andersson, G. (2014) · Clinical Psychology Review · doi:10.1016/j.cpr.2014.01.002 · Cited by 527 · see citing works
Therapist-supported Internet cognitive behavioural therapy for anxiety disorders in adults
Olthuis, J. V., Watt, M. C., Bailey, K., Hayden, J. A., & Stewart, S. H. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd011565.pub2 · Cited by 390 · see citing works
Titov, N., Dear, B. F., Johnston, L., Lorian, C., Zou, J., Wootton, B., Spence, J., McEvoy, P. M., & Rapee, R. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062873 · Cited by 364 · see citing works
Self-citationEtzelmueller, A., Vis, C., Karyotaki, E., Baumeister, H., Titov, N., Berking, M., Cuijpers, P., Riper, H., & Ebert, D. D. (2020) · Journal of Medical Internet Research · doi:10.2196/18100 · Cited by 356 · see citing works
Self-citationPăsărelu, C. R., Andersson, G., Bergman Nordgren, L., & Dobrean, A. (2017) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2016.1231219 · Cited by 335 · see citing works
Arnberg, F. K., Linton, S. J., Hultcrantz, M., Heintz, E., & Jonsson, U. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098118 · Cited by 330 · see citing works
The Effectiveness of Prompts to Promote Engagement With Digital Interventions: A Systematic Review
Alkhaldi, G., Hamilton, F. L., Lau, R., Webster, R., Michie, S., & Murray, E. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4790 · Cited by 273 · see citing works
Andrews, G., Bell, C., Boyce, P., Gale, C., Lampe, L., Marwat, O., Rapee, R., & Wilkins, G. (2018) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867418799453 · Cited by 243 · see citing works
Self-citationDear, B. F., Staples, L. G., Terides, M. D., Karin, E., Zou, J., Johnston, L., Gandy, M., Fogliati, V. J., Wootton, B. M., McEvoy, P. M., et al. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.09.003 · Cited by 230 · see citing works
Self-citationTitov, N., Dear, B. F., Staples, L. G., Terides, M. D., Karin, E., Sheehan, J., Johnston, L., Gandy, M., Fogliati, V. J., Wootton, B. M., et al. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.08.002 · Cited by 223 · see citing works
Self-citationDomhardt, M., Geßlein, H., von Rezori, R. E., & Baumeister, H. (2019) · Depression and Anxiety · doi:10.1002/da.22860 · Cited by 218 · see citing works
Newby, J. M., Twomey, C., Yuan Li, S. S., & Andrews, G. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.03.018 · Cited by 189 · see citing works
Self-citationMusiat, P., & Tarrier, N. (2014) · Psychological Medicine · doi:10.1017/s0033291714000245 · Cited by 188 · see citing works
Dear (2015) · doi:10.1097/j.pain.0000000000000251 · Cited by 187 · see citing works
Self-citationCarlbring, P., Hägglund, M., Luthström, A., Dahlin, M., Kadowaki, Å., Vernmark, K., & Andersson, G. (2013) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.12.020 · Cited by 177 · see citing works
Meta-analysis of technology-assisted interventions for social anxiety disorder
Kampmann, I. L., Emmelkamp, P. M. G., & Morina, N. (2016) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2016.06.007 · Cited by 180 · see citing works
Lancee, J., van Straten, A., Nexhmedin Morina, B., Kaldo, V., & Kamphuis, J. H. (2015) · SLEEP · doi:10.5665/sleep.5344 · Cited by 173 · see citing works
Pauley, D., Cuijpers, P., Papola, D., Miguel, C., & Karyotaki, E. (2021) · Psychological Medicine · doi:10.1017/s0033291721001999 · Cited by 170 · see citing works
Carl, E., Witcraft, S. M., Kauffman, B. Y., Gillespie, E. M., Becker, E. S., Cuijpers, P., Van Ameringen, M., Smits, J. A. J., & Powers, M. B. (2020) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2018.1560358 · Cited by 151 · see citing works
Online interventions for depression and anxiety – a systematic review
Saddichha, S., Al-Desouki, M., Lamia, A., Linden, I. A., & Krausz, M. (2014) · Health Psychology and Behavioral Medicine · doi:10.1080/21642850.2014.945934 · Cited by 133 · see citing works
“Similarly, the effect sizes for anxiety interventions reported here are consistent with controlled effect sizes reported for standardized CBT for various anxiety disorders (Hedman et al., 2011c; Johnston et al., 2011; Titov, Andrews, Johnston, Robinson, & Spence, 2010).”
ResultTherapist-supported Internet cognitive behavioural therapy for anxiety disorders in adults
Olthuis, J. V., Watt, M. C., Bailey, K., Hayden, J. A., & Stewart, S. H. (2015) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd011565 · Cited by 150 · see citing works
Barnett, P., Goulding, L., Casetta, C., Jordan, H., Sheridan-Rains, L., Steare, T., Williams, J., Wood, L., Gaughran, F., & Johnson, S. (2021) · Journal of Medical Internet Research · doi:10.2196/26492 · Cited by 136 · see citing works
Andersen, P., Toner, P., Bland, M., & McMillan, D. (2016) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465816000229 · Cited by 128 · see citing works
Richards, D., Richardson, T., Timulak, L., & McElvaney, J. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.07.003 · Cited by 111 · see citing works
“Three studies (Andersson et al., 2012; Johnston et al., 2011; Robinson et al., 2010) had two active intervention conditions as they compared different types of internet-delivered therapy.”
BackgroundMethodResultInfluentialMayo-Wilson, E., & Montgomery, P. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005330.pub4 · Cited by 112 · see citing works
Dear, B. F., Staples, L. G., Terides, M. D., Fogliati, V. J., Sheehan, J., Johnston, L., Kayrouz, R., Dear, R., McEvoy, P. M., & Titov, N. (2016) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2016.05.004 · Cited by 114 · see citing works
Lancee, J., van den Bout, J., Sorbi, M. J., & van Straten, A. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.09.004 · Cited by 104 · see citing works
Kivi, M., Eriksson, M. C. M., Hange, D., Petersson, E.-L., Vernmark, K., Johansson, B., & Björkelund, C. (2014) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2014.921834 · Cited by 92 · see citing works
Titov, N., Fogliati, V. J., Staples, L. G., Gandy, M., Johnston, L., Wootton, B., Nielssen, O., & Dear, B. F. (2016) · BJPsych Open · doi:10.1192/bjpo.bp.115.002139 · Cited by 93 · see citing works
Self-citationGarcía-Escalera, J., Chorot, P., Valiente, R. M., Reales, J. M., & Sandín, B. (2017) · Revista de Psicopatología y Psicología Clínica · doi:10.5944/rppc.vol.21.num.3.2016.17811 · Cited by 94 · see citing works
A Stress-Coping Model of Problem Online Video Game Use
Maroney, N., Williams, B. J., Thomas, A. C., Skues, J., & Moulding, R. (2018) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-018-9887-7 · Cited by 100 · see citing works
Newby, J. M., Mewton, L. R., Williams, A. D., & Andrews, G. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.04.037 · Cited by 91 · see citing works
Self-citationSchaeuffele, C., Meine, L. E., Schulz, A., Weber, M. C., Moser, A., Paersch, C., Recher, D., Boettcher, J., Renneberg, B., Flückiger, C., et al. (2024) · Nature Human Behaviour · doi:10.1038/s41562-023-01787-3 · Cited by 91 · see citing works
Fogliati, V. J., Dear, B. F., Staples, L. G., Terides, M. D., Sheehan, J., Johnston, L., Kayrouz, R., Dear, R., McEvoy, P. M., & Titov, N. (2016) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2016.03.005 · Cited by 86 · see citing works
Titov, N., Dear, B. F., Johnston, L., McEvoy, P. M., Wootton, B., Terides, M. D., Gandy, M., Fogliati, V., Kayrouz, R., & Rapee, R. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089591 · Cited by 81 · see citing works
Self-citationZagorscak, P., Heinrich, M., Sommer, D., Wagner, B., & Knaevelsrud, C. (2018) · Psychotherapy and Psychosomatics · doi:10.1159/000481515 · Cited by 77 · see citing works
Kladnitski, N., Smith, J., Uppal, S., James, M. A., Allen, A. R., Andrews, G., & Newby, J. M. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100310 · Cited by 77 · see citing works
Self-citationShim, M., Mahaffey, B., Bleidistel, M., & Gonzalez, A. (2017) · Clinical Psychology Review · doi:10.1016/j.cpr.2017.09.003 · Cited by 72 · see citing works
Weiss, J. A. (2014) · Clinical Psychology: Science and Practice · doi:10.1111/cpsp.12084 · Cited by 73 · see citing works
Andrews, G., & Williams, A. D. (2014) · Clinical Psychology Review · doi:10.1016/j.cpr.2014.05.006 · Cited by 72 · see citing works
Self-citationWilhelm, S., Weingarden, H. M., Greenberg, J. L., Hoeppner, S. S., Snorrason, Í., Bernstein, E. E., McCoy, T. H., & Harrison, O. (2022) · Psychotherapy and Psychosomatics · doi:10.1159/000524628 · Cited by 72 · see citing works
Digital Technologies in the Treatment of Anxiety: Recent Innovations and Future Directions
Firth, J., Torous, J., Carney, R., Newby, J., Cosco, T. D., Christensen, H., & Sarris, J. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0910-2 · Cited by 70 · see citing works
Guo, S., Deng, W., Wang, H., Liu, J., Liu, X., Yang, X., He, C., Zhang, Q., Liu, B., Dong, X., et al. (2020) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2528 · Cited by 72 · see citing works
Zou, J. B., Dear, B. F., Titov, N., Lorian, C. N., Johnston, L., Spence, J., Knight, R. G., Anderson, T. M., & Sachdev, P. S. (2012) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2012.04.002 · Cited by 71 · see citing works
Self-citationTrends in Psychiatry and Psychotherapy
(2020) · Trends in Psychiatry and Psychotherapy · doi:10.47626/2237-6089 · Cited by 70 · see citing works
Internet-Based Interventions for Social Anxiety Disorder - an Overview
Boettcher, J., Carlbring, P., Renneberg, B., & Berger, T. (2013) · Verhaltenstherapie · doi:10.1159/000354747 · Cited by 67 · see citing works
Eilert, N., Enrique, A., Wogan, R., Mooney, O., Timulak, L., & Richards, D. (2021) · Depression and Anxiety · doi:10.1002/da.23115 · Cited by 60 · see citing works
“D 25.25 (9.7) ‐ ‐ Dahlin et al. (2016) GAD‐7 13.67 (3.9) PHQ‐9 11.29 (4.78) PSWQ 67.17 (6.97) Dear et al. (2015) GAD‐7 12.26 (4.83) PHQ‐9 10.86 (4.37) ‐ ‐ Hirsch et al. (2018) GAD‐7 14.28 (3.32) PHQ‐9 13.14 (4.19) PSWQ 68.29 (6.38) Johansson et al. (2013) GAD‐7 12.67 (3.18) PHQ‐9 13.3 (3.74) ‐ ‐ L. Johnston et al. (20…”
BackgroundInfluentialMewton, L., Smith, J., Rossouw, P., & Andrews, G. (2014) · Psychology Research and Behavior Management · doi:10.2147/prbm.s40879 · Cited by 57 · see citing works
Self-citationRomijn, G., Batelaan, N., Kok, R., Koning, J., van Balkom, A., Titov, N., & Riper, H. (2019) · Journal of Medical Internet Research · doi:10.2196/11706 · Cited by 52 · see citing works
Self-citationDear, B. F., Gandy, M., Karin, E., Ricciardi, T., Fogliati, V. J., McDonald, S., Staples, L. G., Perry, K. N., Sharpe, L., Nicholas, M. K., et al. (2017) · Pain · doi:10.1097/j.pain.0000000000000916 · Cited by 57 · see citing works
Self-citationFernández-Álvarez, J., Díaz-García, A., González-Robles, A., Baños, R., García-Palacios, A., & Botella, C. (2017) · Internet Interventions · doi:10.1016/j.invent.2017.09.001 · Cited by 60 · see citing works
A Psychodynamic Perspective on a Systematic Review of Online Psychotherapy for Adults
Machado, D. D. B., Laskoski, P. B., Severo, C. T., Bassols, A. M. S., Sfoggia, A., Kowacs, C., Krieger, D. V., Torres, M. B., Gastaud, M. B., Wellausen, R. S., et al. (2016) · British Journal of Psychotherapy · doi:10.1111/bjp.12204 · Cited by 59 · see citing works
Koelen, J. A., Vonk, A., Klein, A. M., de Koning, L., Vonk, P., Vet, S. D., & Wiers, R. W. H. J. (2022) · Clinical Psychology Review · doi:10.1016/j.cpr.2022.102179 · Cited by 56 · see citing works
Human Support in App-Based Cognitive Behavioral Therapies for Emotional Disorders: Scoping Review
Bernstein, E. E., Weingarden, H. M., Wolfe, E. C., Hall, M. D., Snorrason, Í., & Wilhelm, S. (2022) · Journal of Medical Internet Research · doi:10.2196/33307 · Cited by 55 · see citing works
Acceptability of Digital Mental Health Interventions for Depression and Anxiety: Systematic Review
Lau, C. K. Y., Saad, A., Camara, B., Rahman, D., & Bolea-Alamanac, B. (2024) · Journal of Medical Internet Research · doi:10.2196/52609 · Cited by 51 · see citing works
Internet-assisted cognitive behavioral therapy
Andersson, G., & Carlbring, P. (2017) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2017.08.004 · Cited by 45 · see citing works
Johnston, L., Titov, N., Andrews, G., Dear, B. F., & Spence, J. (2013) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2012.753108 · Cited by 44 · see citing works
Self-citationMaia, A. C. C. D. O., Braga, A. A., Nunes, C. A., Nardi, A. E., & Silva, A. C. (2013) · Trends in Psychiatry and Psychotherapy · doi:10.1590/s2237-60892013000200007 · Cited by 43 · see citing works
Yu, N. X., Lau, J. T. F., Mak, W. W. S., Cheng, Y., Lv, Y., & Zhang, J. (2013) · Journal of Sex & Marital Therapy · doi:10.1080/0092623x.2012.668512 · Cited by 42 · see citing works
Beukes, E. W., Andersson, G., Fagelson, M., & Manchaiah, V. (2021) · American Journal of Audiology · doi:10.1044/2021_aja-20-00222 · Cited by 34 · see citing works
Johnston, L., Dear, B. F., Gandy, M., Fogliati, V. J., Kayrouz, R., Sheehan, J., Rapee, R. M., & Titov, N. (2014) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867414527524 · Cited by 36 · see citing works
Self-citationAdaptive Elements in Internet-Delivered Psychological Treatment Systems: Systematic Review
Mukhiya, S. K., Wake, J. D., İnal, Y., Pun, K. I., & Lamo, Y. (2020) · Journal of Medical Internet Research · doi:10.2196/21066 · Cited by 32 · see citing works
Schröder, J., Jelinek, L., & Moritz, S. (2017) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2016.05.002 · Cited by 32 · see citing works
Maia, A. C. C. D. O., Sanford, J., Boettcher, H. T., Nardi, A. E., & Barlow, D. H. (2017) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2017.05.013 · Cited by 32 · see citing works
Kladnitski, N., Smith, J., Allen, A., Andrews, G., & Newby, J. M. (2018) · Internet Interventions · doi:10.1016/j.invent.2018.06.003 · Cited by 31 · see citing works
“Transdiagnostic iCBT programs have been shown to be effective in the treatment of mixed and comorbid anxiety disorders (Johnston et al., 2011; Titov et al., 2010; Nordgren et al., 2014), as well as anxiety co-morbid with depression (Titov et al.”
BackgroundSelf-citationTRANSDIAGNOSTIC INTERNET TREATMENT FOR ANXIETY AND DEPRESSION
Titov, N., Dear, B. F., Johnston, L., & Terides, M. D. (2012) · Revista de Psicopatología y Psicología Clínica · Cited by 31 · see citing works
Self-citationOnline physical activity interventions for mental disorders: A systematic review
Rosenbaum, S., Newby, J. M., Steel, Z., Andrews, G., & Ward, P. B. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.04.001 · Cited by 29 · see citing works
Self-citationGonzález-Robles, A., Díaz‐García, A., Miguel, C., García‐Palacios, A., & Botella, C. (2018) · PLoS ONE · doi:10.1371/journal.pone.0207396 · Cited by 31 · see citing works
Kirkpatrick, T., Manoukian, L., Dear, B. F., Johnston, L., & Titov, N. (2013) · PeerJ · doi:10.7717/peerj.210 · Cited by 29 · see citing works
Menant, J. C., Migliaccio, A. A., Sturnieks, D. L., Hicks, C., Lo, J. C. M., Ratanapongleka, M., Turner, J., Delbaere, K., Titov, N., Meinrath, D., et al. (2018) · PLoS Medicine · doi:10.1371/journal.pmed.1002620 · Cited by 28 · see citing works
Self-citationAlfonsson, S., Olsson, E. M. G., Linderman, S., Winnerhed, S., & Hursti, T. J. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.01.035 · Cited by 25 · see citing works
Internet-Based Cognitive Behavior Therapy
Andersson, G., Carlbring, P., & Hadjistavropoulos, H. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-803457-6.00021-0 · Cited by 24 · see citing works
Are Trials of Computerized Therapy Generalizable? A Multidimensional Meta-analysis
Wilks, C. R., Zieve, G. G., & Lessing, H. K. (2016) · Telemedicine and e-Health · doi:10.1089/tmj.2015.0129 · Cited by 18 · see citing works
Wootton, B. M., Steinman, S. A., Czerniawski, A., Norris, K., Baptie, C., Diefenbach, G., & Tolin, D. F. (2018) · Cognitive Therapy and Research · doi:10.1007/s10608-018-9921-x · Cited by 19 · see citing works
“While there is currently significant data on the effectiveness of transdiagnostic ICBT for the treatment of anxiety disorders (Dear et al. 2016, 2015; Johnston et al. 2011; Titov et al. 2010), there are currently no studies to date looking at the effectiveness and acceptability of a more pragmatic approach in the trea…”
BackgroundHadjistavropoulos, H. D., Schneider, L. H., Hadjistavropoulos, T., Titov, N., & Dear, B. F. (2018) · Canadian Journal of Pain · doi:10.1080/24740527.2018.1442675 · Cited by 18 · see citing works
Self-citationSainsbury, K., Mullan, B. A., & Sharpe, L. (2014) · International Journal of Behavioral Medicine · doi:10.1007/s12529-014-9416-4 · Cited by 17 · see citing works
Hadjistavropoulos, H. D., Peynenburg, V., Thiessen, D., Schneider, L. H., Nugent, M., Wilhelms, A., Karin, E., Titov, N., & Dear, B. F. (2022) · European Journal of Pain · doi:10.1002/ejp.1866 · Cited by 16 · see citing works
Self-citationBendtsen, P., Müssener, U., Karlsson, N. E., López‐Pelayo, H., Vieira, J. A. P., Colom, J., Gual, A., Reynolds, J., Wallace, P., Segura, L., et al. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-010271 · Cited by 16 · see citing works
Murray, E., Linke, S., Harwood, E., Conroy, S., Stevenson, F. A., & Godfrey, C. (2012) · Alcohol and Alcoholism · doi:10.1093/alcalc/ags096 · Cited by 16 · see citing works
Dahlin, M., Johansson, A., Romare, H., Carlbring, P., & Andersson, G. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100531 · Cited by 15 · see citing works
Sasseville, M., LeBlanc, A., Tchuente, J., Boucher, M., Dugas, M., Mbemba, G. I. C., Barony, R., Chouinard, M., Beaulieu, M., Beaudet, N., et al. (2023) · Systematic Reviews · doi:10.1186/s13643-023-02241-1 · Cited by 16 · see citing works
Berg, H. E., Akeman, E., McDermott, T. J., Cosgrove, K. T., Kirlić, N., Clausen, A. N., Cannon, M., Yeh, H., White, E. J., Thompson, W. K., et al. (2023) · Journal of Mood and Anxiety Disorders · doi:10.1016/j.xjmad.2023.100004 · Cited by 14 · see citing works
Titov, N., Dear, B. F., Johnston, L., & Terides, M. (2012) · Revista de Psicopatología y Psicología Clínica · doi:10.5944/rppc.vol.17.num.3.2012.11842 · Cited by 13 · see citing works
Self-citationZarski, A.-C., Weisel, K. K., Berger, T., Krieger, T., Schaub, M. P., Berking, M., Görlich, D., Jacobi, C., & Ebert, D. D. (2024) · Psychotherapy and Psychosomatics · doi:10.1159/000536149 · Cited by 13 · see citing works
Internet-Based Cognitive Behavior Therapy for Social Anxiety Disorder
Hedman‐Lagerlöf, E., Botella, C., & Berger, T. (2016) · Springer eBooks · doi:10.1007/978-3-319-06083-5_4 · Cited by 12 · see citing works
Bush, N. E., Prins, A., Laraway, S., O'Brien, K., Ruzek, J. I., & Ciulla, R. (2013) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/a0032179 · Cited by 11 · see citing works
Individually tailored internet-based cognitive behavioural therapy for anxiety disorders
Nordgren, L. B. (2013) · Linköping University Electronic Press eBooks · doi:10.3384/diss.diva-100969 · Cited by 11 · see citing works
Technology-based cognitive behavioral therapy interventions
Newby, J. M., Upton, E., Mason, E., & Black, M. (2024) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2024.02.004 · Cited by 11 · see citing works
Internet‐Delivered Treatments for Social Anxiety Disorder
Andersson, G., Carlbring, P., & Furmark, T. (2014) · Wiley eBooks · doi:10.1002/9781118653920.ch26 · Cited by 10 · see citing works
Skaczkowski, G., van der Kruk, S., Loxton, S., Hughes-Barton, D., Howell, C., Turnbull, D., Jensen, N., Smout, M., & Gunn, K. (2022) · JMIR Mental Health · doi:10.2196/31018 · Cited by 9 · see citing works
“A rapid review of the evidence for each of these programs’ evaluations is provided in Multimedia Appendix 4 [10,12,17,42-151].”
BackgroundTransdiagnostic psychological interventions for emotional disorders: A comprehensive meta-analysis
Jiménez-Orenga, N., Miguel, C., González-Robles, A., Fernández‐Álvarez, J., Grimaldos, J., Bretón-López, J. M., Botella, C., Cuijpers, P. J., García‐Palacios, A., Papola, D., et al. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.119537 · Cited by 9 · see citing works
Liu, J., Li, C., Qiu, Y.-F., Yu, Y.-Q., Zeng, L., Wu, M., Han, Y., & Yang, F. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.116324 · Cited by 9 · see citing works
Blending digital therapeutics within the healthcare system
Keller, O. C., Budney, A. J., Struble, C. A., & Teepe, G. W. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90045-4.00016-2 · Cited by 8 · see citing works
Koh, Z. H., Serbetci, D., Skues, J., & Murray, G. (2025) · JMIR Mental Health · doi:10.2196/59351 · Cited by 6 · see citing works
Jung, H. W., Jang, K.-W., Nam, S., Kim, A. Y., Lee, J., Ahn, M. E., Lee, S., Kim, Y. J., Shin, J.-K., & Roh, D. D. (2025) · Journal of Clinical Medicine · doi:10.3390/jcm14051771 · Cited by 8 · see citing works
ICBT in Psychiatry: Generalised Anxiety Disorder
Titov, N., Andersson, G., & Paxling, B. (2016) · Springer eBooks · doi:10.1007/978-3-319-06083-5_5 · Cited by 7 · see citing works
Self-citationOwens, V. A. M., Hadjistavropoulos, H. D., Schneider, L. H., Gullickson, K. M., Karin, E., Titov, N., & Dear, B. F. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.01.001 · Cited by 8 · see citing works
Self-citation
- Authors
- Johnston, L., Titov, N., Andrews, G., Spence, J., & Dear, B. F.
- Affiliations
- UNSW Sydney (AU)
- Macquarie University (AU)
- Corresponding author
- Johnston, Luke
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2011-11-23
- Volume
- 6
- Issue
- 11
- Pages
- e28079
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3223218
- OpenAlex
- W2006280171
- Cited by
- 150
- References
- 62
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 10 · 2023: 11 · 2022: 9 · 2021: 9 · 2020: 12 · 2019: 6 · 2018: 11 · 2017: 7 · 2016: 15 · 2015: 13 · 2014: 18 · 2013: 15 · 2012: 6
- FWCI
- 16.59
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Funders
- New South Wales Institute of Psychiatry
- Australian Rotary Health
- University of New South Wales
- Medical Research Council
- National Health and Medical Research Council
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Psychological Treatments and Assessments
- Keywords
- transdiagnostic cognitive behavioral therapy, internet-delivered treatment, anxiety disorders, generalized anxiety disorder, social anxiety disorder, panic disorder, agoraphobia, treatment acceptability, treatment efficacy, depression, disability
- MeSH terms
- Adult, Anxiety Disorders, Demography, Female, Humans, Male, Patient Compliance, Social Support, Comorbidity, Cognitive Behavioral Therapy, Case-Control Studies, Treatment Outcome, Internet
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