Feasibility and efficacy of a digital CBT intervention for symptoms of generalized anxiety disorder: a randomized multiple-baseline study
Abstract
Background and objectives Cognitive behavioral therapy (CBT) is a first-line treatment for anxiety, but it is not widely available as clinical guidelines recommend. We examined the feasibility and efficacy of a novel smartphone-based fully automated digital CBT intervention, 'Daylight™', to improve symptoms of Generalized Anxiety Disorder (GAD).Methods In this multiple-baseline design, 21 adults (20 F; mean age 43yrs. range 19-65yrs.) with moderate-to-severe symptoms of GAD were randomized to one of three baseline durations (2-, 4-, or 6-weeks) and then received access to digital CBT. Participants completed daily ratings of anxiety and worry, weekly measures of anxiety, depressive symptoms, and sleep, and measures of anxiety, worry, wellbeing, quality of life, CBT skill acquisition, and work performance at initial assessment prior to baseline randomization, post-intervention, and follow-up.Results Digital CBT was found to be feasible in terms of engagement, satisfaction, and safety. For preliminary efficacy, improvements were detected in daily and weekly outcomes of anxiety for most participants. Despite individual differences, significant improvements occurred with the introduction of digital CBT and not during baseline. Overall, 70% of participants no longer had clinically significant symptoms of GAD, 61% no longer had significant depressive symptoms, and 40% no longer had significant sleep difficulty at post-intervention.Limitations The study sample was recruited using the internet and was mostly female, limiting the generalizability of the findings.Conclusions Findings support the feasibility and efficacy of Daylight. Further examination in randomized controlled trials is now warranted.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
As evaluated by the Credibility/Expectancy Questionnaire, the program received moderate to high credibility scores.
“As evaluated by the Credibility/ Expectancy Questionnaire, the program received moderate to high credibility scores.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
In terms of feasibility, 76% of participants completed all 4 modules, 81% completed 3 modules, 86% completed 2 modules, and all participants completed at least 1 module.
“In terms of feasibility, 76% of participants completed all 4 modules, 81% completed 3 modules, 86% completed 2 modules, and all participants completed at least 1 module.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
43% of participants reported unwanted symptoms such as agitation, fatigue, low mood, or reduced motivation.
“but 43% of participants reported unwanted symptoms such as agitation, fatigue, low mood, or reduced motivation.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
In Miller et al., daily and weekly outcomes provided preliminary evidence of efficacy of the Daylight program for improving GAD symptoms.
“Daily and weekly outcomes provided preliminary evidence of efficacy of the program for improving GAD symptoms”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
No serious adverse events were observed.
“No serious adverse events were observed”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
40% had clinical and reliable change at follow-up.
“and 40% had clinical and reliable change at follow-up.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Overall daily anxiety scores significantly decreased from baseline to postintervention (P < .001).
“Overall daily anxiety scores significantly decreased from baseline to postinter vention (P < .001).”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Weekly anxiety scores significantly decreased from baseline to postintervention (P = .024), and follow-up (P = .017) as measured by the GAD-7.
“Weekly anxiety scores significantly decreased from baseline to postintervention (P = .024), and follow-up (P = .017) as measured by the GAD-7.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
For participants with sleep disturbances, 35% had clinical and reliable improvement at postintervention.
“For participants with sleep disturbances, 35% had clinical and reliable improvement at postintervention”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
44% maintained both at follow-up.
“and 44% maintained both at follow-up.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
For participants with depressive symptoms, 61% had clinical and reliable change at postintervention.
“For participants with depressive symptoms, 61% had clinical and reliable change at postintervention”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Eighty percent had clinically significant and reliable change at follow-up.
“Eighty percent had clinically significant and reliable change at follow-up.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
The study had a small sample size.
“and the study had a small sample size.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
65% had both clinically significant and reliable change at postintervention.
“and 65% had both clinically significant and reliable change at postintervention.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
The daily and weekly outcomes support preliminary evidence of program efficacy in improving GAD symptoms.
“The daily and weekly outcomes support preliminary evidence of program efficacy in improving GAD symptoms.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
For participants with anxiety, 70% no longer had clinically significant anxiety symptoms postintervention.
“For participants with anxiety, 70% no longer had clinically significant anxiety symptoms postintervention”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Participants indicated they were mostly satisfied with the program, although some expressed technical difficulties and a lack of specificity to their anxiety symptoms.
“Participants indicated they were mostly satisfied with the program, although some expressed technical difficulties and a lack of specificity to their anxiety symptoms.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Daylight appears to be a feasible program with regards to acceptability, engagement, credibility, satisfaction, and safety.
“Daylight appears to be a feasible program with regards to acceptability, engagement, credibility, satisfaction, and safety.”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Most participants identified as female and were recruited online, which limits generalizability.
“Most participants identified as female and were recruited online, which limits generalizability”
From Generalized anxiety disorder: 8 studies of psychosocial interventions (2022) · cites this paper as [11]
Previous evidence underlined the effectiveness of cognitive interventions focused both on symptoms and cognitive dysfunctional processes present in GAD, like worries.
“Previous evidence underlined the effectiveness of cognitive interventions focused both on symptoms and cognitive dysfunctional processes present in GAD, like worries (Covin et al., 2008; Hirsch et al., 2019; Miller et al., 2021).”
From Standard CBT versus integrative and multimodal CBT assisted by virtual-reality for generalized anxiety disorder (2022) · cites this paper as Miller et al., 2021
Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015) · Journal of Statistical Software · doi:10.18637/jss.v067.i01 · Cited by 86,835 · 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
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.593 · Cited by 20,391 · see citing works
Diagnostic and Statistical Manual of Mental Disorders(DSM)
Leong, F. T. L. (2008) · Sage eBooks · doi:10.4135/9781412963978.n182 · Cited by 10,858 · 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
The Warwick-Edinburgh Mental Well-being Scale (WEMWBS): development and UK validation
Tennant, R., Hiller, L., Fishwick, R., Platt, S., Joseph, S., Weich, S., Parkinson, J., Secker, J., & Stewart-Brown, S. (2007) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-5-63 · Cited by 5,031 · see citing works
Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection
Kroenke, K., Spitzer, R. L., Williams, J. B. W., Monahan, P. O., & Löwe, B. (2007) · Annals of Internal Medicine · doi:10.7326/0003-4819-146-5-200703060-00004 · Cited by 4,741 · see citing works
The Validity and Reproducibility of a Work Productivity and Activity Impairment Instrument
Reilly, M. C., Zbrozek, A. S., & Dukes, E. M. (1993) · PharmacoEconomics · doi:10.2165/00019053-199304050-00006 · Cited by 3,071 · see citing works
Single Case Experimental Designs: Strategies for Studying Behavior Change
Barlow, D. H., Nock, M. K., & Hersen, M. (1976) · Cited by 3,036 · 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 · see citing works
Appelbaum, M., Cooper, H., Kline, R. B., Mayo-Wilson, E., Nezu, A. M., & Rao, S. M. (2018) · American Psychologist · doi:10.1037/amp0000191 · Cited by 1,449 · see citing works
Linardon, J., Cuijpers, P., Carlbring, P., Messer, M., & Fuller‐Tyszkiewicz, M. (2019) · World Psychiatry · doi:10.1002/wps.20673 · Cited by 886 · see citing works
A stage model of behavioral therapies research: getting started and moving on from stage I.
Rounsaville, B. J., Carroll, K. M., & Onken, L. S. (2001) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.8.2.133 · Cited by 846 · see citing works
A Stage Model of Behavioral Therapies Research: Getting Started and Moving on From Stage I
Rounsaville, B. J., Carroll, K. M., & Onken, L. S. (2001) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy/8.2.133 · Cited by 846 · see citing works
Generalized anxiety disorder: prevalence, burden, and cost to society
Wittchen, H.-U. (2002) · Depression and Anxiety · doi:10.1002/da.10065 · Cited by 733 · see citing works
Baldwin, D. S., Anderson, I. M., Nutt, D. J., Allgulander, C., Bandelow, B., den Boer, J. A., Christmas, D. M., Davies, S., Fineberg, N., Lidbetter, N., et al. (2014) · Journal of Psychopharmacology · doi:10.1177/0269881114525674 · Cited by 676 · see citing works
Wood, A. M., & Joseph, S. (2010) · Journal of Affective Disorders · doi:10.1016/j.jad.2009.06.032 · Cited by 624 · see citing works
The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science
Holmes, E. A., Ghaderi, A., Harmer, C. J., Ramchandani, P. G., Cuijpers, P., Morrison, A. P., Roiser, J. P., Bockting, C. L. H., O'Connor, R. C., Shafran, R., et al. (2018) · The Lancet Psychiatry · doi:10.1016/s2215-0366(17)30513-8 · Cited by 624 · see citing works
Self-citationA New Approach to the Measurement of Quality of Life: The Patient-Generated Index
Ruta, D. A., Garratt, A. M., Leng, M., Russell, I. T., & MacDonald, L. M. (1994) · Medical Care · doi:10.1097/00005650-199411000-00004 · Cited by 527 · see citing works
The Sleep Condition Indicator: a clinical screening tool to evaluate insomnia disorder
Espie, C. A., Kyle, S. D., Hames, P., Gardani, M., Fleming, L., & Cape, J. (2014) · BMJ Open · doi:10.1136/bmjopen-2013-004183 · Cited by 517 · see citing works
Roemer, L., Orsillo, S. M., & Salters-Pedneault, K. (2008) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0012720 · Cited by 502 · see citing works
Brosschot, J. F., Van Dijk, E., & Thayer, J. F. (2007) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2006.07.016 · Cited by 474 · see citing works
Espie, C. A., Emsley, R., Kyle, S. D., Gordon, C., Drake, C. L., Siriwardena, A. N., Cape, J., Ong, J. C., Sheaves, B., Foster, R., et al. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.2745 · Cited by 466 · see citing works
Does imaginal exposure exacerbate PTSD symptoms?
Foa, E. B., Zoellner, L. A., Feeny, N. C., Hembree, E. A., & Alvarez-Conrad, J. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.70.4.1022 · Cited by 393 · see citing works
Does imaginal exposure exacerbate PTSD symptoms?
Foa, E. B., Zoellner, L. A., Feeny, N. C., Hembree, E. A., & Alvarez, J. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.70.4.1022 · Cited by 392 · see citing works
The WPA-Lancet psychiatry commission on the future of psychiatry
Bhugra, D., Tasman, A., Pathare, S., Priebe, S., Smith, S., Torous, J., Arbuckle, M. R., Langford, A., Alarcón, R. D., Chiu, H. F. K., et al. (2017) · The Lancet Psychiatry · doi:10.1016/s2215-0366(17)30333-4 · Cited by 392 · see citing works
Robinson, 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
Design and Analysis of Single-Case Research
(2014) · Psychology Press eBooks · doi:10.4324/9781315806402 · Cited by 244 · see citing works
Mitte, K. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.5.785 · Cited by 239 · see citing works
Individually-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
Gunter, R. W., & Whittal, M. L. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2009.11.001 · Cited by 224 · see citing works
Richards, D. A., & Borglin, G. (2011) · Journal of Affective Disorders · doi:10.1016/j.jad.2011.03.024 · Cited by 217 · see citing works
Kyle, S. D., Morgan, K., Spiegelhalder, K., & Espie, C. A. (2011) · Sleep Medicine · doi:10.1016/j.sleep.2011.03.016 · Cited by 199 · 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
Llera, S. J., & Newman, M. G. (2010) · Emotion · doi:10.1037/a0019351 · Cited by 195 · see citing works
Well-Being and the Risk of Depression under Stress
Grant, F., Guille, C., & Sen, S. (2013) · PLoS ONE · doi:10.1371/journal.pone.0067395 · Cited by 189 · see citing works
Comer, J. S., & Barlow, D. H. (2013) · American Psychologist · doi:10.1037/a0033582 · Cited by 177 · see citing works
United we stand: emphasizing commonalities across cognitive-behavioral therapies.
Mennin, D. S., Ellard, K. K., Fresco, D. M., & Gross, J. J. (2013) · Behavior Therapy · doi:10.1016/j.beth.2013.02.004 · Cited by 172 · see citing works
Quality of life in geriatric generalized anxiety disorder: a preliminary investigation
Loebach Wetherell, J., Thorp, S. R., Patterson, T. L., Golshan, S., Jeste, D. V., & Gatz, M. (2004) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2003.09.003 · Cited by 170 · see citing works
Clinical practice guidelines. Management of anxiety disorders.
(2006) · PubMed · Cited by 161 · see citing works
CONSORT extension for reporting N-of-1 trials (CENT) 2015: Explanation and elaboration
Shamseer, L., Sampson, M., Bukutu, C., Schmid, C. H., Nikles, J., Tate, R. L., Johnston, B. C., Zucker, D. R., Shadish, W. R., Kravitz, R. L., et al. (2015) · BMJ · doi:10.1136/bmj.h1793 · Cited by 154 · 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
Stein, M. B., & Heimberg, R. G. (2004) · Journal of Affective Disorders · doi:10.1016/s0165-0327(02)00457-3 · Cited by 150 · 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
CONSORT extension for reporting N-of-1 trials (CENT) 2015: explanation and elaboration
Shamseer, L., Sampson, M., Bukutu, C., Schmid, C. H., Nikles, J., Tate, R. L., Johnston, B. C., Zucker, D. R., Shadish, W. R., Kravitz, R. L., et al. (2015) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2015.05.018 · Cited by 142 · see citing works
Unwanted Events and Side Effects in Cognitive Behavior Therapy
Schermuly-Haupt, M.-L., Linden, M., & Rush, A. J. (2018) · Cognitive Therapy and Research · doi:10.1007/s10608-018-9904-y · Cited by 132 · see citing works
(2004) · PubMed · Cited by 125 · see citing works
Single case experimental designs: Strategies for studying behavior change
Saigh, P. A. (1986) · Journal of School Psychology · doi:10.1016/0022-4405(86)90012-9 · Cited by 119 · 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
Stapinski, L. A., Abbott, M. J., & Rapee, R. M. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.07.005 · Cited by 95 · see citing works
Development and validation of the cognitive-behavioral therapy skills questionnaire
Jacob, K. L., Christopher, M. S., & Neuhaus, E. C. (2011) · Behavior Modification · doi:10.1177/0145445511419254 · Cited by 94 · see citing works
Experimental therapeutics for digital mental health.
Graham, A. K., Lattie, E. G., & Mohr, D. C. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.2075 · Cited by 93 · see citing works
Patients' perceptions of pharmacological and cognitive-behavioral treatments for anxiety disorders
Deacon, B. J., & Abramowitz, J. S. (2005) · Behavior Therapy · doi:10.1016/s0005-7894(05)80062-0 · Cited by 78 · see citing works
The Sleep Condition Indicator: reference values derived from a sample of 200 000 adults
Espie, C. A., Machado, P. F., Carl, J. R., Kyle, S. D., Cape, J. D., Siriwardena, A. N., & Luik, A. I. (2017) · Journal of Sleep Research · doi:10.1111/jsr.12643 · Cited by 75 · see citing works
The Single-Case Reporting Guideline In BEhavioural Interventions (SCRIBE) 2016 statement.
Tate, R. L., Perdices, M., Rosenkoetter, U., Shadish, W., Vohra, S., Barlow, D. H., Horner, R., Kazdin, A., Kratochwill, T., McDonald, S., et al. (2016) · Archives of Scientific Psychology · doi:10.1037/arc0000026 · Cited by 66 · see citing works
The Single-Case Reporting Guideline In BEhavioural Interventions (SCRIBE) 2016 Statement.
Tate, R., Perdices, M., Rosenkoetter, U., Shadish, W., Vohra, S., Barlow, D., Horner, R., Kazdin, A., Kratochwill, T., McDonald, S., et al. (2016) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2016.04.006 · Cited by 46 · see citing works
Richards, D., Timulák, L., Rashleigh, C., McLoughlin, O., Colla, A., Joyce, C., Doherty, G. J., Sharry, J., Duffy, D. J., & Anderson-Gibbons, M. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.10.003 · Cited by 45 · see citing works
Eubanks, C. F., Gorman, B. S., & Muran, J. C. (2012) · Psychotherapy Research · doi:10.1080/10503307.2012.693772 · Cited by 40 · see citing works
Gullickson, K. M., Hadjistavropoulos, H. D., Dear, B. F., & Titov, N. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.100278 · Cited by 26 · see citing works
Gu, J., Miller, C. B., Henry, A. L., Espie, C. A., Davis, M., Stott, R. B., Emsley, R., Smits, J. A. J., Craske, M. G., Saunders, K., et al. (2020) · Trials · doi:10.1186/s13063-020-4230-6 · Cited by 12 · see citing works
Examining the Effectiveness and Feasibility of a Self-Guided Version of Positive Affect Treatment
Loerinc, A. G. (2018) · eScholarship (California Digital Library) · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Jakob, R., Harperink, S., Rudolf, A. M., Fleisch, E., Haug, S., Mair, J. L., Salamanca-Sanabria, A., & Kowatsch, T. (2022) · Journal of Medical Internet Research · doi:10.2196/35371 · Cited by 446 · see citing works
Mehta, A., Niles, A. N., Vargas, J. H., Marafon, T., Couto, D. D., & Gross, J. J. (2021) · Journal of Medical Internet Research · doi:10.2196/26771 · Cited by 143 · 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
Blodgett, J. M., Birch, J., Musella, M., Harkness, F., & Kaushal, A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192315845 · Cited by 40 · see citing works
Remote cognitive‐behavioral therapy for generalized anxiety disorder: A preliminary meta‐analysis
Trenoska Basile, V., Newton‐John, T., & Wootton, B. M. (2022) · Journal of Clinical Psychology · doi:10.1002/jclp.23360 · Cited by 28 · see citing works
Parolin, L. A. L., Benzi, I. M. A., Fanti, E., Milesi, A., Cipresso, P., & Preti, E. (2021) · Research in Psychotherapy Psychopathology Process and Outcome · doi:10.4081/ripppo.2021.517 · Cited by 20 · see citing works
Singh, A., & Kumar, D. (2022) · Medical Engineering & Physics · doi:10.1016/j.medengphy.2022.103900 · Cited by 18 · see citing works
Zainal, N. H., & Newman, M. G. (2024) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2024.102825 · Cited by 17 · see citing works
Popa, C. O., Sava, F. A., Muresan, S., Schenk, A., Cojocaru, C. M., Muntean, L. M., & Olah, P. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1008981 · Cited by 14 · see citing works
McLeod, J., & Sundet, R. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1048665 · Cited by 16 · see citing works
Bernstein, E. E., Weingarden, H. M., Greenberg, J. L., Williams, J., Hoeppner, S. S., Snorrason, Í., Phillips, K. A., Harrison, O., & Wilhelm, S. (2023) · Journal of Obsessive-Compulsive and Related Disorders · doi:10.1016/j.jocrd.2023.100781 · Cited by 13 · see citing works
Gómez-Lumbreras, A., Hurwitz, J. T., Liang, X., Schippers, S., Phillip, K., Bhattacharjee, S., Waters, H. C., & Malone, D. C. (2024) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2024.30.4.313 · Cited by 12 · see citing works
Goossens, Z., Bilterys, T., Looveren, E. V., Malfliet, A., Meeus, M., Danneels, L. A., Ickmans, K., Cagnie, B. J., Roland, A., Moens, M., et al. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13051452 · Cited by 8 · see citing works
Kusumadewi, A. F., Marchira, C. R., Widyandana, D., & Wirasto, R. T. (2023) · Trends in Psychiatry and Psychotherapy · doi:10.47626/2237-6089-2023-0713 · Cited by 6 · see citing works
Meitasari, M., Maba, A. P., Rahmawati, A. D., & Basith, A. (2020) · Konselor · doi:10.24036/0202092108389-0-00 · Cited by 6 · see citing works
Suzuki, A., Ginsborg, J., Phillips, M., & Franklin, Z. C. (2024) · Music & Science · doi:10.1177/20592043241262612 · Cited by 5 · see citing works
Technological Advances in Treating Anxiety Disorders
Goetter, E. M., & Yuen, E. K. (2024) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2024.04.020 · Cited by 5 · see citing works
Bulaj, G. W., Coleman, M., Johansen, B., Kraft, S., Lam, W., Phillips, K., & Rohaj, A. (2024) · Pharmacy · doi:10.3390/pharmacy12040107 · Cited by 4 · see citing works
Darden, M., Carl, J. R., Smits, J. A. J., Otto, M. W., & Miller, C. B. (2024) · PLOS mental health. · doi:10.1371/journal.pmen.0000116 · Cited by 4 · see citing works
Digital Cognitive Behavioral Treatment for Generalized Anxiety Disorder
Parsons, E. M., Ball, T. M., Carl, J. R., Henry, A. L., Emsley, R., Miller, C. B., Wong, E. Y., Coombs, E., Collins, D., Long, L. J., et al. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.48884 · Cited by 3 · see citing works
Is digital psychiatry really for all? A cross-sectional analysis from two randomized clinical trials
Gallois, C. B., Machado, M. M., de Oliveira, C. D. S., Xavier, A. C. M., Dreher, C. B., & Manfro, G. G. (2024) · Trends in Psychiatry and Psychotherapy · doi:10.47626/2237-6089-2024-0826 · Cited by 3 · see citing works
Ibrahim, R. H., Yaas, M. H., Hamarash, M. Q., Mukhtar, S. H. A., Abdulghani, M. F., & Almushhadany, O. I. (2024) · JMIR Pediatrics and Parenting · doi:10.2196/67137 · Cited by 3 · see citing works
Web-Based Psychotherapy and Exercise Interventions for Depressive and Anxiety Disorders
Carneiro, L. S. R. D. S. F., Afonso, J. R., Clemente, F. M., & Frontini, R. (2021) · Advances in psychology, mental health, and behavioral studies (APMHBS) book series · doi:10.4018/978-1-7998-8634-1.ch005 · Cited by 3 · see citing works
Long, L. J., Cardona, N. D., Hey, A. J., Moreno-Villamizar, J. D., Barlow, D. H., & Farchione, T. J. (2025) · Psychotherapy Research · doi:10.1080/10503307.2025.2523479 · Cited by 2 · see citing works
Ingeman, K., Frydendal, D. H., Frostholm, L., Bjerre-Nielsen, E., Wellnitz, K., Onghena, P., Wright, K. D., & Rask, C. (2024) · JMIR Formative Research · doi:10.2196/65396 · Cited by 1 · see citing works
Cognitive Behavior Therapy pada Individu yang Mengalami Phobia Sosial
Azzara, L. F., & Purnamasari, A. (2023) · Psyche 165 Journal · doi:10.35134/jpsy165.v16i1.210 · Cited by 2 · see citing works
Eylem, Ö., Poulter, S., Ashcroft, K., Robinson, T., Mane, P., Islam, M., Condell, J. V., & Leavey, G. (2024) · BMJ Open · doi:10.1136/bmjopen-2023-083554 · Cited by 2 · see citing works
Eylem-van Bergeijk, O., Robinson, T., Manktelow, M., Olympios, M., Poulter, S., Mane, P., Panagioti, M., Condell, J., & Leavey, G. (2025) · JMIR mHealth and uHealth · doi:10.2196/70691 · Cited by 2 · see citing works
Munteanu, T., Kannis‐Dymand, L., Millear, P. M. R., & Jones, M. (2024) · Cyberpsychology Journal of Psychosocial Research on Cyberspace · doi:10.5817/cp2024-4-6 · Cited by 1 · see citing works
Ardi, Z., Eseadi, C., Yuniarti, E., Yendi, F. M., & Murni, A. W. (2024) · Universal Journal of Public Health · doi:10.13189/ujph.2024.120101 · Cited by 1 · see citing works
Generalized anxiety disorder: 8 studies of psychosocial interventions
Saeed, S. A. (2022) · Current Psychiatry · doi:10.12788/cp.0294
الشعراوی, ص. ف. م. (2021) · دراسات عربية في التربية و علم النفس · doi:10.21608/saep.2021.199277
أمين عبد العزيز, ه. (2021) · مجلة البحث العلمي في الآداب · doi:10.21608/jssa.2021.210298
Smartphone-Based Treatment in Psychiatry: A Systematic Review
Faurholt‐Jepsen, M., Tønning, M. L., & Kessing, L. V. (2023) · Springer eBooks · doi:10.1007/978-3-031-10698-9_5
Telehealth interventions in Mental Health: a Systematic Review (Preprint)Preprint
Torres-Silva, E. A., Pereira-Montiel, E., Arenas, D. A. M., Uribe, A., Montoya, M. A. A., & Florez-Arango, J. F. (2023) · doi:10.2196/preprints.52249
Application of different treatment methods for anxiety disorders
Liu, J. (2024) · International Conference on Biological Engineering and Medical Science (ICBioMed) · doi:10.1117/12.3012815
Blebu, B. E., Ponting, C., Blackman, K. C. A., Baer, R. J., Felder, J. N., Oltman, S. P., Jelliffe‐Pawlowski, L. L., & Tabb, K. M. (2025) · Translational Behavioral Medicine · doi:10.1093/tbm/ibaf076
Murtaza, S., Rehan, M., Ahmad, S., Murtaza, F., Sajjad, M. H., Anis, A., Aziz, F., Asghar, M. S., & Shimshak, T. M. (2025) · Research Square · doi:10.21203/rs.3.rs-8005563/v1
Diagnosis and Management of Generalized Anxiety Disorder in Primary Care
Louis, J. S., Bogan, C., & Chile, C. (2026) · Primary Care Clinics in Office Practice · doi:10.1016/j.pop.2026.01.001
Funakoshi, A., Yong, R. K. F., & Sekiguchi, E. (2026) · International Journal of Social Psychiatry · doi:10.1177/00207640261446111
- Authors
- Miller, C. B., Gu, J., Henry, A. L., Davis, M. L., Espie, C. A., Stott, R., Heinz, A. J., Bentley, K. H., Goodwin, G. M., Gorman, B. S., Craske, M. G., & Carl, J. R.
- Affiliations
- University of Oxford (GB)
- Warneford Hospital (GB)
- Big Health Inc. (United States) (US)
- Adelphi University (US)
- Harvard University (US)
- University of California, Los Angeles (US)
- Corresponding author
- Miller, Christopher B.
- ORCID
- Venue
- Journal of Behavior Therapy and Experimental Psychiatry
- Publisher
- Elsevier BV
- Published
- 2021-03
- Volume
- 70
- Pages
- 101609
- ISSN
- 0005-7916 (ISSN-L)
- OpenAlex
- W3084153107
- Cited by
- 40
- References
- 61
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 14 · 2023: 5 · 2022: 7 · 2021: 5 · 2020: 1
- FWCI
- 4.07
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Behavior Therapy and Experimental Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute for Health Research
- 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 › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- generalized anxiety disorder, digital cognitive behavioral therapy, smartphone-based intervention, daylight, feasibility, anxiety symptoms, depressive symptoms, sleep disorders, worry, quality of life, employee performance, internet-delivered treatment
- MeSH terms
- Smartphone, Adult, Aged, Anxiety Disorders, Feasibility Studies, Female, Humans, Male, Middle Aged, Quality of Life, Cognitive Behavioral Therapy, Treatment Outcome, 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