Randomized, controlled pilot trial of a smartphone app for smoking cessation using acceptance and commitment therapy
Open accessAbstract
Background There is a dual need for (1) innovative theory-based smartphone applications for smoking cessation and (2) controlled trials to evaluate their efficacy. Accordingly, this study tested the feasibility, acceptability, preliminary efficacy, and mechanism of behavioral change of an innovative smartphone-delivered acceptance and commitment therapy (ACT) application for smoking cessation vs. an application following US Clinical Practice Guidelines.Method Adult participants were recruited nationally into the double-blind randomized controlled pilot trial (n=196) that compared smartphone-delivered ACT for smoking cessation application (SmartQuit) with the National Cancer Institute's application for smoking cessation (QuitGuide).Results We recruited 196 participants in two months. SmartQuit participants opened their application an average of 37.2 times, as compared to 15.2 times for QuitGuide participants (p<0001). The overall quit rates were 13% in SmartQuit vs. 8% in QuitGuide (OR=2.7; 95% CI=0.8-10.3). Consistent with ACT's theory of change, among those scoring low (below the median) on acceptance of cravings at baseline (n=88), the quit rates were 15% in SmartQuit vs. 8% in QuitGuide (OR=2.9; 95% CI=0.6-20.7).Conclusions ACT is feasible to deliver by smartphone application and shows higher engagement and promising quit rates compared to an application that follows US Clinical Practice Guidelines. As results were limited by the pilot design (e.g., small sample), a full-scale efficacy trial is now needed.
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?
ACT has been administered successfully in 1-day workshops, telehealth coaching calls, online and smartphone interventions, and 20-min sessions integrated into primary care visits, demonstrating the feasibility, acceptability, and preliminary efficacy of brief ACT interventions.
“ACT has been administered successfully in 1-day workshops [45], telehealth coaching calls [52, 55], online and smartphone interventions [53], and 20-min sessions integrated into primary care visits [51], demonstrating the feasibility, acceptability, and preliminary efficacy of brief ACT interventions.”
From Acceptance and Commitment Therapy: A Transdiagnostic Behavioral Intervention for Mental Health and Medical Conditions. (2017) · cites this paper as [55]
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredWork by Bricker et al. has demonstrated that ACT interventions in various delivery formats (face-to-face, online, smartphone app, telephone) have led to greater smoking cessation rates than gold-standard cognitive behavioral therapy comparison interventions.
“Work by Bricker et al. [53 -56] has demonstrated that ACT interventions in various delivery formats (face-to-face, online, smartphone app, telephone) have led to greater smoking cessation rates than gold-standard cognitive behavioral therapy comparison interventions.”
From Acceptance and Commitment Therapy: A Transdiagnostic Behavioral Intervention for Mental Health and Medical Conditions. (2017) · cites this paper as [55]
The Results (§3.3; page unavailable) report a descriptively higher quit rate for the smartphone ACT app than for QuitGuide (13% versus 8%). But this pilot was not powered to establish a difference in quit rates (§4.5), and its comparator was an app following US Clinical Practice Guidelines, not a cognitive behavioral therapy intervention (§2.8). This paper therefore supports the smartphone-app portion only, not the claimed demonstrated advantage over CBT across delivery formats. (LLM, conf=0.87)
Experimental — accuracy not yet measuredOf the five RCTs of ACT for smoking cessation that Lee et al. analyzed, three were conducted by Bricker et al., who have continued to publish in this area since that time.
“Of the five RCTs of ACT for smoking cessation that Lee et al. [30] analyzed, three were conducted by Bricker et al. [35–37], who have continued to publish in this area since that time [38, 39].”
From A Randomized Feasibility/Acceptability Trial of Acceptance and Commitment Therapy for People with HIV Who Drink at Unhealthy Levels. (2026) · cites this paper as [37]
In randomized controlled trials, the effectiveness of ACT has been demonstrated for a wide range of mental health issues, including anxiety, substance abuse, psychosis, aggression, and treatment-resistant psychopathology.
“In these randomized controlled trials, the effectiveness of ACT has been demonstrated for a wide range of mental health issues, including anxiety [21], substance abuse, psychosis [22], aggression, and treatment-resistant psychopathology [23].”
From Application of the Nursing Model Based on Acceptance and Commitment Therapy (ACT) in Improving Mental Health and Quality of Life after Colorectal Cancer Drug Chemotherapy (2021) · cites this paper as [22]
Citation [23] is attached to aggression and treatment-resistant psychopathology. Section 1.3 says ACT has been supported for a variety of problems, naming depression and drug addiction, while this paper's trial concerns smoking cessation. Searches for aggression and treatment-resistant psychopathology found no passage addressing either condition. (LLM, conf=0.76)
Experimental — accuracy not yet measured
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
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
The Fagerstrom Test for Nicotine Dependence: a revision of the Fagerstrom Tolerance Questionnaire
HEATHERTON, T. F., KOZLOWSKI, L. T., FRECKER, R. C., & FAGERSTROM, K. (1991) · British Journal of Addiction · doi:10.1111/j.1360-0443.1991.tb01879.x · Cited by 10,738 · see citing works
Acceptance and commitment therapy: model, processes and outcomes
Hayes, S. C., Luoma, J. B., Bond, F. W., Masuda, A., & Lillis, J. (2006) · Behaviour Research and Therapy · doi:10.1016/j.brat.2005.06.006 · Cited by 6,587 · see citing works
The Health consequences of smoking—50 years of progress : a report of the Surgeon General
Lushniak, B. D., Samet, J. M., Pechacek, T. F., Norman, L., & Taylor, P. A. (2014) · Cited by 4,990 · see citing works
Treating Tobacco Use and Dependence: 2008 Update
Panel, T. U. A. D. G. (2008) · PsycEXTRA Dataset · doi:10.1037/e566222009-001 · Cited by 3,864 · see citing works
Treating tobacco use and dependence-Clinical practice guideline
Mc, F. (2000) · Medical Entomology and Zoology · Cited by 3,616 · see citing works
The Health Consequences of Smoking -- 50 Years of progress: A Report of the Surgeon General
General, U. S. S. (2014) · PsycEXTRA Dataset · doi:10.1037/e510072014-001 · Cited by 3,347 · see citing works
Clinical Practice Guideline: Otitis Media with Effusion (Update)
Rosenfeld, R. M., Shin, J. J., Schwartz, S. R., Coggins, R., Gagnon, L., Hackell, J. M., Hoelting, D., Hunter, L. L., Kummer, A. W., Payne, S. C., et al. (2016) · Otolaryngology–Head and Neck Surgery · doi:10.1177/0194599815623467 · Cited by 2,006 · see citing works
Biochemical verification of tobacco use and cessation
Benowitz, N. L., III, P. J., Ahijevych, K., Jarvis, M. J., Hall, S., LeHouezec, J., Hansson, A., Lichtenstein, E., Henningfield, J., Tsoh, J., et al. (2002) · Nicotine & Tobacco Research · doi:10.1080/14622200210123581 · Cited by 1,800 · see citing works
Heatherton, T. F., Kozlowski, L. T., Frecker, R. C., Rickert, W. S., & Robinson, J. C. (1989) · British Journal of Addiction · doi:10.1111/j.1360-0443.1989.tb03059.x · Cited by 1,316 · see citing works
Hayes, S. C., Levin, M. E., Plumb-Vilardaga, J., Villatte, J. L., & Pistorello, J. (2013) · Behavior Therapy · doi:10.1016/j.beth.2009.08.002 · Cited by 1,120 · see citing works
Welfare., E. (1964) · Cited by 1,103 · see citing works
Mobile phone-based interventions for smoking cessation
Whittaker, R., McRobbie, H., Bullen, C., Rodgers, A., & Gu, Y. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006611.pub4 · Cited by 1,079 · see citing works
Telephone counselling for smoking cessation
Stead, L. F., Hartmann‐Boyce, J., Perera, R., & Lancaster, T. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd002850.pub3 · Cited by 1,014 · see citing works
Wellmann, K. F. (1964) · PubMed · Cited by 697 · see citing works
Internet-based interventions for smoking cessation
Taylor, G. M. J., Dalili, M. N., Semwal, M., Čivljak, M., Sheikh, A., & Car, J. (2017) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007078.pub5 · Cited by 651 · see citing works
Acceptance-based treatment for smoking cessation
Gifford, E. V., Kohlenberg, B. S., Hayes, S. C., Antonuccio, D. O., Piasecki, M. M., Rasmussen-Hall, M. L., & Palm, K. M. (2004) · Behavior Therapy · doi:10.1016/s0005-7894(04)80015-7 · Cited by 499 · see citing works
Mobile phone-based interventions for smoking cessation
Whittaker, R., McRobbie, H. J., Bullen, C., Borland, R., Rodgers, A., & Gu, Y. (2012) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006611.pub3 · Cited by 392 · see citing works
iPhone Apps for Smoking Cessation
Abroms, L. C., Padmanabhan, N., Thaweethai, L., & Phillips, T. (2011) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2010.10.032 · Cited by 365 · see citing works
A Content Analysis of Popular Smartphone Apps for Smoking Cessation
Abroms, L. C., Westmaas, J. L., Bontemps-Jones, J. E., Ramani, R., & Mellerson, J. L. (2013) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2013.07.008 · Cited by 325 · see citing works
Online support for smoking cessation: a systematic review of the literature
Shahab, L., & McEwen, A. (2009) · Addiction · doi:10.1111/j.1360-0443.2009.02710.x · Cited by 275 · see citing works
Internet-based interventions for smoking cessation
Civljak, M., Stead, L. F., Hartmann-Boyce, J., Sheikh, A., & Car, J. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007078.pub4 · Cited by 249 · see citing works
Hollis, J. F., McAfee, T. A., Fellows, J. L., Zbikowski, S. M., Stark, M., & Riedlinger, K. (2007) · Tobacco Control · doi:10.1136/tc.2006.019794 · Cited by 220 · see citing works
(pebc, P. I. E.-B. C., (cco, C. C. O., Bolderston, A., Lloyd, N. S., Wong, R. K. S., Holden, L., Robb-blenderman, L., & Base, E. (2008) · Springer eBooks · doi:10.1007/978-1-4020-5614-7_417 · Cited by 209 · see citing works
Muñoz, R., Lenert, L., Delucchi, K., Stoddard, J., Perez, J., Penilla, C., & Pérez‐Stable, E. (2006) · Nicotine & Tobacco Research · doi:10.1080/14622200500431940 · Cited by 208 · see citing works
Gifford, E. V., Kohlenberg, B. S., Hayes, S. C., Pierson, H. M., Piasecki, M. P., Antonuccio, D. O., & Palm, K. M. (2011) · Behavior Therapy · doi:10.1016/j.beth.2011.03.002 · Cited by 200 · see citing works
Buller, D. B., Borland, R., Bettinghaus, E. P., Shane, J. H., & Zimmerman, D. E. (2014) · Telemedicine and e-Health · doi:10.1089/tmj.2013.0169 · Cited by 178 · see citing works
Missing Data in Alcohol Clinical Trials: A Comparison of Methods
Hallgren, K. A., & Witkiewitz, K. (2013) · Alcoholism: Clinical and Experimental Research · doi:10.1111/acer.12205 · Cited by 176 · see citing works
Bricker, J., Wyszynski, C., Comstock, B., & Heffner, J. L. (2013) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntt056 · Cited by 170 · see citing works
Self-citationChen, Y.-F., Madan, J. J., Welton, N. J., Yahaya, I., Aveyard, P. N., Bauld, L., Wang, D., Fry-Smith, A., & Munafo, M. R. (2012) · Health Technology Assessment · doi:10.3310/hta16380 · Cited by 165 · see citing works
Eliminating Tobacco-Related Health Disparities: Directions for Future Research
Fagan, P., King, G., Lawrence, D. E., Petrucci, S. A., Robinson, R. G., Banks, D., Marable, S., & Grana, R. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.2.211 · Cited by 165 · see citing works
Hernández-López, M., Luciano, M. C., Bricker, J. B., Roales-Nieto, J. G., & Montesinos, F. (2009) · Psychology of Addictive Behaviors · doi:10.1037/a0017632 · Cited by 137 · see citing works
Self-citationHutton, H. E., Wilson, L. M., Apelberg, B. J., Avila Tang, E., Odelola, O., Bass, E. B., & Chander, G. (2011) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntq252 · Cited by 132 · see citing works
The clinical significance of ‘small’ effects of smoking cessation treatments
WEST, R. (2007) · Addiction · doi:10.1111/j.1360-0443.2007.01750.x · Cited by 124 · see citing works
Internet-based interventions for smoking cessation
Čivljak, M., Sheikh, A., Stead, L. F., & Car, J. (2010) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007078.pub3 · Cited by 108 · see citing works
Bricker, J. B., Bush, T., Zbikowski, S. M., Mercer, L. D., & Heffner, J. L. (2014) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntu102 · Cited by 100 · see citing works
Self-citationNelson, D. B., Partin, M. R., Fu, S. S., Joseph, A. M., & An, L. C. (2009) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntn013 · Cited by 89 · see citing works
Bricker, J. B., Mann, S. L., Marek, P. M., Liu, J., & Peterson, A. V. (2010) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntq002 · Cited by 76 · see citing works
Self-citationHeffner, J. L., Wyszynski, C. M., Comstock, B., Mercer, L. D., & Bricker, J. B. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2013.05.004 · Cited by 65 · see citing works
Self-citationKahler, C. W., LaChance, H. R., Strong, D. R., Ramsey, S. E., Monti, P. M., & Brown, R. A. (2007) · Addictive Behaviors · doi:10.1016/j.addbeh.2007.04.002 · Cited by 60 · see citing works
A list of the most popular smoking cessation Web sites and a comparison of their quality
Etter, J. (2006) · Nicotine & Tobacco Research · doi:10.1080/14622200601039923 · Cited by 39 · see citing works
Mapping Tobacco Quitlines in North America: Signaling Pathways to Improve Treatment
Leischow, S. J., Provan, K. G., Beagles, J. E., Bonito, J. A., Ruppel, E. K., Moor, G., & Saul, J. E. (2012) · American Journal of Public Health · doi:10.2105/ajph.2011.300529 · Cited by 18 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Heffner JL Mull K Kientz JL Vilardaga R Bricker JB What is popular is not always right: feature-level analysis of the first Acceptance and Commitment Therapy smartphone application for smoking cessation (in review)
Cited by
Sorted by citations
Mobile phone-based interventions for smoking cessation
Whittaker, R., McRobbie, H., Bullen, C., Rodgers, A., & Gu, Y. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006611.pub4 · Cited by 1,079 · see citing works
The Future of Intervention Science: Process-Based Therapy
Hofmann, S. G., & Hayes, S. C. (2019) · Clinical Psychological Science · doi:10.1177/2167702618772296 · Cited by 888 · see citing works
Can Mobile Phone Apps Influence People’s Health Behavior Change? An Evidence Review
Zhao, J., Freeman, B., & Li, M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5692 · Cited by 618 · see citing works
Mobile phone text messaging and app-based interventions for smoking cessation
Whittaker, R., McRobbie, H., Bullen, C., Rodgers, A., Gu, Y., & Dobson, R. (2019) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006611.pub5 · Cited by 452 · see citing works
Milne-Ives, M., Lam, C., De Cock, C., Van Velthoven, M. H., & Meinert, E. (2020) · JMIR mhealth and uhealth · doi:10.2196/17046 · Cited by 393 · see citing works
Dindo, L., Van Liew, J. R., & Arch, J. J. (2017) · Neurotherapeutics · doi:10.1007/s13311-017-0521-3 · Cited by 371 · see citing works
Firth, J., Cotter, J., Torous, J., Bucci, S., Firth, J. A., & Yung, A. R. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbv132 · Cited by 351 · see citing works
An initial meta-analysis of acceptance and commitment therapy for treating substance use disorders
Lee, E. B., An, W., Levin, M. E., & Twohig, M. P. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2015.08.004 · Cited by 271 · see citing works
Efficacy of Smartphone Applications for Smoking Cessation: A Randomized Clinical Trial
Bricker, J. B., Watson, N. L., Mull, K. E., Sullivan, B. M., & Heffner, J. L. (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2020.4055 · Cited by 207 · see citing works
Self-citationDigital medicine's march on chronic disease
Kvedar, J. C., Fogel, A. L., Elenko, E., & Zohar, D. (2016) · Nature Biotechnology · doi:10.1038/nbt.3495 · Cited by 218 · see citing works
Sancho, M., De Gracia, M., Rodríguez, R. C., Mallorquí-Bagué, N., Sánchez-González, J., Trujols, J., Sánchez, I., Jiménez-Murcia, S., & Menchón, J. M. (2018) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2018.00095 · Cited by 224 · see citing works
A systematic review of smartphone applications for smoking cessation
Haskins, B. L., Lesperance, D., Gibbons, P. W., & Boudreaux, E. D. (2017) · Translational Behavioral Medicine · doi:10.1007/s13142-017-0492-2 · Cited by 229 · see citing works
Current advances in research in treatment and recovery: Nicotine addiction
Prochaska, J. J., & Benowitz, N. L. (2019) · Science Advances · doi:10.1126/sciadv.aay9763 · Cited by 219 · see citing works
Evidence-based apps? A review of mental health mobile applications in a psychotherapy context
Lui, J. H. L., Marcus, D. K., & Barry, C. T. (2017) · Professional Psychology Research and Practice · doi:10.1037/pro0000122 · Cited by 217 · see citing works
Acceptance and Commitment Therapy for Health Behavior Change: A Contextually-Driven Approach
Zhang, C.-Q., Leeming, E., Smith, P., Chung, P.-K., Hagger, M. S., & Hayes, S. C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.02350 · Cited by 199 · see citing works
“…effectiveness of ACT as compared to other interventions (e.g., nicotine replacement treatment, functional analytic psychotherapy, and cognitive behavioral therapy) has been demonstrated in a series of RCTs (e.g., Gifford et al., 2004, 2011; Hernández-López et al., 2009; Bricker et al., 2014, 2017).”
BackgroundGarrison, K. A., Pal, P., O’Malley, S. S., Pittman, B. P., Gueorguieva, R., Rojiani, R., Scheinost, D., Dallery, J., & Brewer, J. A. (2020) · Nicotine and Tobacco Research · doi:10.1093/ntr/nty126 · Cited by 155 · see citing works
Methods for Evaluating the Content, Usability, and Efficacy of Commercial Mobile Health Apps
Jake-Schoffman, D. E., Silfee, V. J., Waring, M. E., Boudreaux, E. D., Sadasivam, R. S., Mullen, S. P., Carey, J. L., Hayes, R. B., Ding, E. Y., Bennett, G. G., et al. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.8758 · Cited by 165 · see citing works
How Smart are Smartphone Apps for Smoking Cessation? A Content Analysis
Hoeppner, B. B., Hoeppner, S. S., Seaboyer, L. M., Schick, M. R., Wu, G. W. Y., Bergman, B. G., & Kelly, J. F. (2015) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntv117 · Cited by 148 · see citing works
A review of AAQ variants and other context-specific measures of psychological flexibility
Ong, C. W., Lee, E. B., Levin, M. E., & Twohig, M. P. (2019) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2019.02.007 · Cited by 142 · see citing works
Perski, O., Blandford, A., Ubhi, H. K., West, R., & Michie, S. (2017) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-017-0422-8 · Cited by 123 · see citing works
Linardon, J. (2020) · Behavior Therapy · doi:10.1016/j.beth.2019.10.002 · Cited by 133 · see citing works
Businelle, M. S., Ma, P., Kendzor, D. E., Frank-Pearce, S. G., Vidrine, D. J., & Wetter, D. W. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.6058 · Cited by 140 · see citing works
Mindfulness and craving: effects and mechanisms
Tapper, K. (2018) · Clinical Psychology Review · doi:10.1016/j.cpr.2017.11.003 · Cited by 127 · see citing works
Social Media and Mobile Technology for Cancer Prevention and Treatment
Prochaska, J. J., Coughlin, S. S., & Lyons, E. (2017) · American Society of Clinical Oncology Educational Book · doi:10.1200/edbk_173841 · Cited by 121 · see citing works
A Mobile Just-in-Time Adaptive Intervention for Smoking Cessation: Pilot Randomized Controlled Trial
Hébert, E. T., Ra, C. K., Alexander, A. C., Helt, A., Moisiuc, R., Kendzor, D. E., Vidrine, D. J., Funk-Lawler, R., & Businelle, M. S. (2020) · Journal of Medical Internet Research · doi:10.2196/16907 · Cited by 119 · see citing works
Get with the program: Adherence to a smartphone app for smoking cessation
Zeng, E. Y., Heffner, J. L., Copeland, W. K., Mull, K. E., & Bricker, J. B. (2016) · Addictive Behaviors · doi:10.1016/j.addbeh.2016.07.007 · Cited by 117 · see citing works
Self-citationClickotine, A Personalized Smartphone App for Smoking Cessation: Initial Evaluation
Iacoviello, B. M., Steinerman, J. R., Klein, D. B., Silver, T. L., Berger, A. G., Luo, S. X., & Schork, N. J. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.7226 · Cited by 115 · see citing works
Cigarette Smoking in South Korea: A Narrative Review
Gunter, R., Szeto, E. H., Jeong, S., Suh, S. A., & Waters, A. J. (2019) · Korean Journal of Family Medicine · doi:10.4082/kjfm.18.0015 · Cited by 114 · see citing works
Mobile Health Technologies in Cardiopulmonary Disease
MacKinnon, G. E., & Brittain, E. L. (2019) · CHEST Journal · doi:10.1016/j.chest.2019.10.015 · Cited by 114 · see citing works
BinDhim, N. F., McGeechan, K., & Trevena, L. J. (2018) · BMJ Open · doi:10.1136/bmjopen-2017-017105 · Cited by 111 · see citing works
Vilardaga, R., Rizo, J., Zeng, E., Kientz, J. A., Ries, R., Otis, C., & Hernandez, K. (2018) · JMIR Serious Games · doi:10.2196/games.8881 · Cited by 90 · see citing works
Self-citationTheoretical Advancements in mHealth: A Systematic Review of Mobile Apps
Chib, A., & Lin, S. H. (2018) · Journal of Health Communication · doi:10.1080/10810730.2018.1544676 · Cited by 107 · see citing works
French, K., Golijani-Moghaddam, N., & Schröder, T. (2017) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2017.08.002 · Cited by 100 · see citing works
Masaki, K., Tateno, H., Nomura, A., Muto, T., Suzuki, S., Satake, K., Hida, E., & Fukunaga, K. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-0243-5 · Cited by 102 · see citing works
Kim, H., Goldsmith, J. V., Sengupta, S., Mahmood, A., Powell, M. P., Bhatt, J., Chang, C. F., & Bhuyan, S. S. (2019) · Journal of Cancer Education · doi:10.1007/s13187-017-1293-5 · Cited by 125 · see citing works
Feature-level analysis of a novel smartphone application for smoking cessation
Heffner, J. L., Vilardaga, R., Mercer, L. D., Kientz, J. A., & Bricker, J. B. (2015) · The American Journal of Drug and Alcohol Abuse · doi:10.3109/00952990.2014.977486 · Cited by 103 · see citing works
Self-citationEffectiveness of Mobile Apps for Smoking Cessation: Α Review
Regmi, K., Kassim, N., Ahmad, N., & Tuah, N. A. (2017) · Tobacco Prevention & Cessation · doi:10.18332/tpc/70088 · Cited by 100 · see citing works
Free smoking cessation mobile apps available in Australia: a quality review and content analysis
Thornton, L. K., Quinn, C. A., Birrell, L., Guillaumier, A., Shaw, B., Forbes, E., Deady, M., & KAY‐LAMBKIN, F. J. (2017) · Australian and New Zealand Journal of Public Health · doi:10.1111/1753-6405.12688 · Cited by 93 · see citing works
Mobile Apps to Reduce Tobacco, Alcohol, and Illicit Drug Use: Systematic Review of the First Decade
Staiger, P. K., O’Donnell, R., Liknaitzky, P., Bush, R., & Milward, J. (2020) · Journal of Medical Internet Research · doi:10.2196/17156 · Cited by 84 · see citing works
Bricker, J. B., Copeland, W. K., Mull, K. E., Zeng, E. Y., Watson, N. L., Akioka, K. J., & Heffner, J. L. (2016) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2016.10.029 · Cited by 84 · see citing works
Self-citationThe Use of Acceptance and Commitment Therapy in Oncology Settings: A Narrative Review
Fashler, S. R., Weinrib, A. Z., Azam, M. A., & Katz, J. (2018) · Psychological Reports · doi:10.1177/0033294117726061 · Cited by 80 · see citing works
Garrison, K. A., Pal, P., Rojiani, R., Dallery, J., O’Malley, S. S., & Brewer, J. A. (2015) · BMC Psychiatry · doi:10.1186/s12888-015-0468-z · Cited by 74 · see citing works
Use of smartphone technology in cardiology
Nguyen, H. H., & Silva, J. N. A. (2015) · Trends in Cardiovascular Medicine · doi:10.1016/j.tcm.2015.11.002 · Cited by 79 · see citing works
Pears, S., & Sutton, S. (2021) · Health Psychology Review · doi:10.1080/17437199.2020.1727759 · Cited by 74 · see citing works
Goldenhersch, E., Thrul, J., Ungaretti, J., Rosencovich, N., Waitman, C., & Ceberio, M. R. (2020) · Journal of Medical Internet Research · doi:10.2196/17571 · Cited by 76 · see citing works
Predictors of utilization of a novel smoking cessation smartphone app
Zeng, E. Y., Vilardaga, R., Heffner, J. L., Mull, K. E., & Bricker, J. B. (2015) · Telemedicine and e-Health · doi:10.1089/tmj.2014.0232 · Cited by 71 · see citing works
Self-citationThe Use of Acceptance and Commitment Therapy in Substance Use Disorders: A Review of Literature
Osaji, J., Ojimba, C., & Ahmed, S. (2020) · Journal of Clinical Medicine Research · doi:10.14740/jocmr4311 · Cited by 74 · see citing works
Torous, J., Levin, M. E., Ahern, D. K., & Oser, M. L. (2017) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2016.05.007 · Cited by 73 · see citing works
Perski, O., BLANDFORD, A. E., Garnett, C. V., Crane, D., West, R., & Michie, S. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/ibz039 · Cited by 70 · see citing works
Borrelli, B., Bartlett, Y. K., Tooley, E., Armitage, C. J., & Wearden, A. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4420 · Cited by 65 · see citing works
“Although more than 400 smoking cessation mobile apps were available in 2013 [22], no fully powered randomized trials regarding their efficacy have been published yet (for pilot trials see [23,24]).”
Baskerville, N. B., Struik, L. L., Guindon, G. E., Norman, C. D., Whittaker, R., Burns, C. M., Hammond, D. G., Dash, D., & Brown, K. S. (2018) · JMIR mhealth and uhealth · doi:10.2196/10893 · Cited by 71 · see citing works
Ruscio, A. C., Muench, C., Brede, E., & Waters, A. J. (2015) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntv074 · Cited by 70 · see citing works
Tudor-Sfetea, C., Rabee, R., Najim, M., Amin, N., Chadha, M., Jain, M., Karia, K., Kothari, V., Patel, T., Suseeharan, M., et al. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.9405 · Cited by 56 · see citing works
Mattila, E., Lappalainen, R., Välkkynen, P., Sairanen, E., Lappalainen, P., Karhunen, L., Peuhkuri, K., Korpela, R., Kolehmainen, M., & Ermes, M. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5241 · Cited by 67 · see citing works
Vinci, C. (2020) · Current Oncology Reports · doi:10.1007/s11912-020-00915-w · Cited by 66 · see citing works
Ubhi, H. K., Michie, S., Kotz, D., van Schayck, O. C. P., Selladurai, A., & West, R. (2015) · Translational Behavioral Medicine · doi:10.1007/s13142-015-0352-x · Cited by 64 · see citing works
BinDhim, N. F., Alanazi, E. M., Aljadhey, H. S., Basyouni, M. H., Kowalski, S. R., Pont, L., Shaman, A. M., Trevena, L. J., & Alhawassi, T. M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5726 · Cited by 61 · see citing works
Covolo, L., Ceretti, E., Moneda, M., Castaldi, S., & Gelatti, U. (2017) · Patient Education and Counseling · doi:10.1016/j.pec.2017.07.032 · Cited by 65 · see citing works
Which eHealth interventions are most effective for smoking cessation? A systematic review
Do, H. P., Tran, B. X., Pham, Q. T. L., Nguyen, L. H., Tran, T. T., Latkin, C. A., Dunne, M. P., & Baker, P. (2018) · Patient Preference and Adherence · doi:10.2147/ppa.s169397 · Cited by 65 · see citing works
Levin, M. E., Haeger, J., Pierce, B., & Cruz, R. A. (2017) · Behavior Modification · doi:10.1177/0145445517719661 · Cited by 58 · see citing works
Mobile applications for the treatment of tobacco use and dependence
Vilardaga, R., Casellas-Pujol, E., McClernon, J. F., & Garrison, K. A. (2019) · Current Addiction Reports · doi:10.1007/s40429-019-00248-0 · Cited by 64 · see citing works
Self-citationACT in daily life in early psychosis: An ecological momentary intervention approach
Vaessen, T., Steinhart, H., Batink, T., Klippel, A., Van Nierop, M., Reininghaus, U., & Myin-Germeys, I. (2019) · Psychosis · doi:10.1080/17522439.2019.1578401 · Cited by 62 · see citing works
Capon, H., Hall, W., FRY, C. L., & Carter, A. (2016) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2016.05.013 · Cited by 62 · see citing works
Acceptance and Commitment Training in the workplace
Moran, D. J. (2015) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2014.12.031 · Cited by 61 · see citing works
O’Connor, M., Whelan, R., Bricker, J., & McHugh, L. (2020) · Behavior Therapy · doi:10.1016/j.beth.2019.06.003 · Cited by 55 · see citing works
Self-citationSmoking cessation apps: a systematic review of format, outcomes, and features
Barroso-Hurtado, M., Suárez-Castro, D., Martínez-Vispo, C., Becoña, E., & López-Durán, A. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182111664 · Cited by 58 · see citing works
Baskerville, N. B., Struik, L. L., Hammond, D., Guindon, G. E., Norman, C. D., Whittaker, R., Burns, C. M., Grindrod, K. A., & Brown, K. S. (2015) · JMIR Research Protocols · doi:10.2196/resprot.3823 · Cited by 49 · see citing works
Prutzman, Y. M., Wiseman, K. P., Grady, M. A., Budenz, A., Grenen, E. G., Vercammen, L. K., Keefe, B., & Bloch, M. (2021) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2020.08.008 · Cited by 57 · see citing works
Bricker, J. B., Mull, K. E., Santiago-Torres, M., Miao, Z., Perski, O., & Di, C. (2022) · Journal of Medical Internet Research · doi:10.2196/39208 · Cited by 44 · see citing works
Self-citationVilardaga, R., Rizo, J., Palenski, P. E., Mannelli, P., Oliver, J. A., & Mcclernon, F. J. (2020) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntz202 · Cited by 55 · see citing works
Self-citationWebb, J., Peerbux, S., Smittenaar, P., Siddiqui, S., Sherwani, Y., Ahmed, M., MacRae, H., Puri, H., Bhalla, S., & Majeed, A. (2020) · JMIR Mental Health · doi:10.2196/22833 · Cited by 56 · see citing works
Options for Auditory Training for Adults with Hearing Loss
Olson, A. D. (2015) · Seminars in Hearing · doi:10.1055/s-0035-1564461 · Cited by 54 · see citing works
McClure, J. B., Hartzler, A. L., & Catz, S. L. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5181 · Cited by 52 · see citing works
Griffin, N., & Kehoe, M. (2017) · Disability and Rehabilitation · doi:10.1080/09638288.2017.1300332 · Cited by 52 · see citing works
Bricker, J. B., Watson, N. L., Heffner, J. L., Sullivan, B., Mull, K., Kwon, D., Westmaas, J. L., & Ostroff, J. (2020) · JMIR Formative Research · doi:10.2196/16652 · Cited by 41 · see citing works
Self-citationLuk, T. T., Wong, S. W., Lee, J. J., Chan, S. S.-C., Lam, T. H., & Wang, M. P. (2019) · JMIR mHealth and uHealth · doi:10.2196/11954 · Cited by 46 · see citing works
“Preliminary results from emerging research have suggested that ACT delivered through a smartphone platform is feasible and promising to promote quitting [29,30].”
A comparison of the characteristics of iOS and Android users of a smoking cessation app
Ubhi, H. K., Kotz, D., Michie, S., van Schayck, O. C. P., & West, R. (2017) · Translational Behavioral Medicine · doi:10.1007/s13142-016-0455-z · Cited by 49 · see citing works
Batink, T., Bakker, J., Vaessen, T., Kasanova, Z., Collip, D., van Os, J., Wichers, M., Germeys, I., & Peeters, F. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5437 · Cited by 48 · see citing works
Development of SmokeFree Baby: a smoking cessation smartphone app for pregnant smokers
Tombor, I., Shahab, L., Brown, J., Crane, D., Michie, S., & West, R. (2016) · Translational Behavioral Medicine · doi:10.1007/s13142-016-0438-0 · Cited by 47 · see citing works
Prada, P., Zamberg, I., Bouillault, G., Jimenez, N., Zimmermann, J., Hasler, R., Aubry, J.-M., Nicastro, R., & Perroud, N. (2017) · Perspectives In Psychiatric Care · doi:10.1111/ppc.12178 · Cited by 47 · see citing works
Morawski, K., Ghazinouri, R., Krumme, A. A., McDonough, J., Durfee, E., Oley, L. A., Mohta, N. S., Juusola, J. L., & Choudhry, N. K. (2016) · American Heart Journal · doi:10.1016/j.ahj.2016.11.007 · Cited by 46 · see citing works
Ashe, M. L., Newman, M. G., & Wilson, S. J. (2015) · Journal of the Experimental Analysis of Behavior · doi:10.1002/jeab.122 · Cited by 45 · see citing works
Cues for Increasing Social Presence for Mobile Health App Adoption
Lazard, A. J., Brennen, J. S., Adams, E. T., & Love, B. (2020) · Journal of Health Communication · doi:10.1080/10810730.2020.1719241 · Cited by 45 · see citing works
User Experience Evaluation of a Smoking Cessation App in People With Serious Mental Illness
Vilardaga, R., Rizo, J. L., Kientz, J. A., McDonell, M. G., Ries, R. K., & Sobel, K. (2015) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntv256 · Cited by 45 · see citing works
Self-citationCoughlin, S. S., Thind, H. K., Liu, B., Champagne, N. J., Jacobs, M., & Massey, R. I. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5361 · Cited by 45 · see citing works
Edwards, E. A., Caton, H., Lumsden, J., Rivas, C. A., Steed, L., Pirunsarn, Y., Jumbe, S. E., Newby, C., Shenvi, A., Mazumdar, S., et al. (2018) · JMIR Serious Games · doi:10.2196/10252 · Cited by 44 · see citing works
Smartphone health apps for tobacco cessation: a systematic review
Chu, K.-H., Matheny, S. J., Escobar-Viera, C. G., Wessel, C., Notier, A. E., & Davis, E. M. (2021) · Addictive Behaviors · doi:10.1016/j.addbeh.2020.106616 · Cited by 43 · see citing works
Evaluation of user satisfaction and usability of a mobile app for smoking cessation
Luna-Perejón, F., Malwade, S., Styliadis, C., Civit-Masot, J., Cascado-Caballero, D., Konstantinidis, E. I., Syed-Abdul, S., Bamidis, P. D., Civit, A., & Li, Y. (2019) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2019.105042 · Cited by 43 · see citing works
Crush the Crave: Development and Formative Evaluation of a Smartphone App for Smoking Cessation
Baskerville, N. B., Struik, L. L., & Dash, D. (2018) · JMIR mhealth and uhealth · doi:10.2196/mhealth.9011 · Cited by 43 · see citing works
McClure, J. B., Anderson, M. L., Bradley, K. A., An, L. C., & Catz, S. L. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.6002 · Cited by 42 · see citing works
Mindfulness-based interventions for addictive behaviors: implementation issues on the road ahead
Wilson, A. D., Roos, C. R., Robinson, C. S., Stein, E. R., Manuel, J. A., Enkema, M. C., Bowen, S., & Witkiewitz, K. (2017) · Psychology of Addictive Behaviors · doi:10.1037/adb0000319 · Cited by 41 · see citing works
Roche, A. I., Kroska, E. B., & Denburg, N. L. (2019) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2019.06.002 · Cited by 41 · see citing works
Mobile Health Initiatives to Improve Outcomes in Primary Prevention of Cardiovascular Disease
Urrea, B., Misra, S. K., Plante, T. B., Kelli, H. M., Misra, S., Blaha, M. J., & Martin, S. S. (2015) · Current Treatment Options in Cardiovascular Medicine · doi:10.1007/s11936-015-0417-7 · Cited by 41 · see citing works
Atkins, P. W. B., Ciarrochi, J., Gaudiano, B. A., Bricker, J. B., Donald, J. N., Rovner, G., Smout, M., Livheim, F., Lundgren, T., & Hayes, S. C. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.05.016 · Cited by 41 · see citing works
Self-citationKrebs, P. M., Burkhalter, J. E., Fiske, J., Snow, H., Schofield, E., Iocolano, M., Borderud, S. P., & Ostroff, J. S. (2018) · JMIR mhealth and uhealth · doi:10.2196/10071 · Cited by 38 · see citing works
Yıldız, E. (2020) · Perspectives In Psychiatric Care · doi:10.1111/ppc.12482 · Cited by 40 · see citing works
Crane, D., Ubhi, H. K., Brown, J., & West, R. (2019) · F1000Research · doi:10.12688/f1000research.16148.2 · Cited by 37 · see citing works
Levin, M. E., Pierce, B., & Schoendorff, B. (2017) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2017.05.003 · Cited by 39 · see citing works
Smith, C. E., Lane, W., Miller, H. J., Kluver, D., Terveen, L., & Yarosh, S. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3479561 · Cited by 37 · see citing works
Spears, C. A., Abroms, L. C., Glass, C. R., Hedeker, D., Eriksen, M. P., Cottrell-Daniels, C., Tran, B. Q., & Wetter, D. W. (2019) · JMIR mHealth and uHealth · doi:10.2196/13059 · Cited by 37 · see citing works
- Authors
- Bricker, J. B., Mull, K. E., Kientz, J. A., Vilardaga, R., Mercer, L. D., Akioka, K. J., & Heffner, J. L.
- Affiliations
- University of Washington (US)
- Fred Hutch Cancer Center (US)
- Corresponding author
- Bricker, Jonathan B.
- ORCID
- Venue
- Drug and Alcohol Dependence
- Publisher
- Elsevier BV
- Published
- 2014-10
- Volume
- 143
- Pages
- 87-94
- ISSN
- 0376-8716 (ISSN-L)
- PMC
- PMC4201179
- OpenAlex
- W2089288064
- Cited by
- 340
- References
- 43
- Citations by year
- 2026: 7 · 2025: 15 · 2024: 22 · 2023: 25 · 2022: 34 · 2021: 35 · 2020: 33 · 2019: 34 · 2018: 40 · 2017: 36 · 2016: 34 · 2015: 21 · 2014: 3
- FWCI
- 20.83
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Drug and Alcohol Dependence (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Fred Hutchinson Cancer Research Center
- Centers for Disease Control and Prevention
- National Institute of Mental Health (T32MH082709)
- National Institute on Drug Abuse (K99DA037276, K23DA026517)
- National Cancer Institute (R01CA151251, R01CA166646)
- Topics
- Health Sciences › Medicine › Physiology › Smoking Behavior and Cessation
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- smoking cessation, acceptance and commitment therapy, mobile application, mobile health, quit rates, app engagement, feasibility and acceptability
- MeSH terms
- Adult, Double-Blind Method, Female, Humans, Male, Pilot Projects, Therapy, Computer-Assisted, Smoking Cessation, Behavior, Addictive, Treatment Outcome, Cell Phone, Mobile Applications, Acceptance and Commitment Therapy
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