Development and initial testing of mindful journey: a digital mindfulness-based intervention for promoting recovery from Substance use disorder
Open accessAbstract
BACKGROUND/OBJECTIVES: There is a great unmet need for accessible adjunctive interventions to promote long-term recovery from substance use disorder (SUD). This study aimed to iteratively develop and test the initial feasibility and acceptability of Mindful Journey, a novel digital mindfulness-based intervention for promoting recovery among individuals with SUD. PATIENTS/MATERIALS: Ten adults receiving outpatient treatment for SUD. METHODS: = 5) and involved testing all 15 digital lessons (each 30- to 45-minutes) over a 6-week period, while also receiving weekly brief phone coaching for motivational/technical support. RESULTS: Across both phases, quantitative ratings (rated on a 5-point scale) were all at or above a 4 (corresponding with 'agree') for key acceptability dimensions, such as usability, understandability, appeal of visual content, how engaging the content was, and helpfulness for recovery. Additionally, in both phases, qualitative feedback indicated that participants particularly appreciated the BOAT (Breath, Observe, Accept, Take a Moment) tool for breaking down mindfulness into steps. Qualitative feedback was used to iteratively refine the intervention. For example, based on feedback, we added a second core mindfulness tool, the SOAK (Stop, Observe, Appreciate, Keep Curious), and we added more example clients and group therapy videos. In Phase 2, 4 out of 5 participants completed all 15 lessons, providing initial evidence of feasibility. Participants reported that the phone coaching motivated them to use the app. The final version of Mindful Journey was a smartphone app with additional features, including brief on-the-go audio exercises and a library of mindfulness practices. Although, participants used these additional features infrequently. CONCLUSIONS: Based on promising initial findings, future acceptability and feasibility testing in a larger sample is warranted. Future versions might include push notifications to facilitate engagement in the additional app features.
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?
The high acceptability and feasibility of the simple email delivery of the meditation videos reflects the growing recognition of the power of digital platforms for delivery of evidence-based mindfulness interventions.
“The high acceptability and feasibility of the simple email delivery of the meditation videos reflects the growing recognition of the power of digital platforms for delivery of evidence-based mindfulness interventions [14,33,34,45,46].”
From Mindful moms: acceptability and impact of co-designed and digitally delivered video meditations for pregnant and parenting women with opioid use disorder (2025) · cites this paper as [46]
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
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
(1998) · The Journal of Clinical Psychiatry · Cited by 19,139 · see citing works
(1998) · PubMed · Cited by 10,216 · see citing works
Mindfulness: A proposed operational definition.
Bishop, S. R., Lau, M., Shapiro, S., Carlson, L., Anderson, N. D., Carmody, J., Segal, Z. V., Abbey, S., Speca, M., Velting, D., et al. (2004) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bph077 · Cited by 7,234 · 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
Kallio, H., Pietilä, A., Johnson, M., & Kangasniemi, M. (2016) · Journal of Advanced Nursing · doi:10.1111/jan.13031 · Cited by 4,295 · see citing works
Sekhon, M., Cartwright, M., & Francis, J. J. (2017) · BMC Health Services Research · doi:10.1186/s12913-017-2031-8 · Cited by 3,938 · see citing works
Drug Dependence, a Chronic Medical Illness
McLellan, A. T., Lewis, D. C., O'Brien, C. P., & Kleber, H. D. (2000) · JAMA · doi:10.1001/jama.284.13.1689 · Cited by 2,622 · see citing works
(2014) · Cited by 1,541 · see citing works
Global Burden of Disease and the Impact of Mental and Addictive Disorders
Rehm, J., & Shield, K. D. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-0997-0 · Cited by 1,388 · see citing works
(2013) · Journal of Usability Studies archive · Cited by 1,357 · see citing works
Mindfulness-based interventions for psychiatric disorders: A systematic review and meta-analysis
Goldberg, S. B., Tucker, R. P., Greene, P. A., Davidson, R. J., Wampold, B. E., Kearney, D. J., & Simpson, T. L. (2018) · Clinical Psychology Review · doi:10.1016/j.cpr.2017.10.011 · Cited by 1,145 · see citing works
Spijkerman, M. P. J., Pots, W. T. M., & Bohlmeijer, E. T. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.03.009 · Cited by 975 · cited 2× · see citing works
“For example, digital MBts are efficacious for stress, anxiety, and depression [50,51].”
BackgroundReenvisioning Clinical Science: Unifying the Discipline to Improve the Public Health
Onken, L. S., Carroll, K. M., Shoham, V., Cuthbert, B. N., & Riddle, M. (2014) · Clinical Psychological Science · doi:10.1177/2167702613497932 · Cited by 872 · see citing works
Self-citationMindfulness-Based Relapse Prevention for Substance Use Disorders: A Pilot Efficacy Trial
Bowen, S., Chawla, N., Collins, S. E., Witkiewitz, K., Hsu, S., Grow, J., Clifasefi, S., Garner, M., Douglass, A., Larimer, M. E., et al. (2009) · Substance Abuse · doi:10.1080/08897070903250084 · Cited by 715 · see citing works
Self-citationBowen, S., Witkiewitz, K., Clifasefi, S. L., Grow, J., Chawla, N., Hsu, S. H., Carroll, H. A., Harrop, E., Collins, S. E., Lustyk, M. K., et al. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.4546 · Cited by 701 · see citing works
Self-citationRates and predictors of relapse after natural and treated remission from alcohol use disorders
Moos, R. H., & Moos, B. S. (2006) · Addiction · doi:10.1111/j.1360-0443.2006.01310.x · Cited by 601 · see citing works
mHealth: A Mechanism to Deliver More Accessible, More Effective Mental Health Care
Price, M., Yuen, E. K., Goetter, E. M., Herbert, J. D., Forman, E. M., Acierno, R., & Ruggiero, K. J. (2014) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1855 · Cited by 488 · see citing works
Witkiewitz, K., & Bowen, S. (2010) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0019172 · Cited by 453 · see citing works
Self-citationThe impact of digital technology on psychological treatments and their dissemination
Fairburn, C. G., & Patel, V. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.08.012 · Cited by 448 · see citing works
Mindfulness treatment for substance misuse: A systematic review and meta-analysis
Li, W., Howard, M. O., Garland, E. L., McGovern, P., & Lazar, M. (2017) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2017.01.008 · Cited by 446 · see citing works
Pratap, A., Neto, E. C., Snyder, P., Stepnowsky, C., Elhadad, N., Grant, D., Mohebbi, M. H., Mooney, S., Suver, C., Wilbanks, J., et al. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-0224-8 · Cited by 410 · see citing works
Carroll, K. M., Ball, S. A., Martino, S., Nich, C., Babuscio, T. A., Nuro, K. F., Gordon, M. A., Portnoy, G. A., & Rounsaville, B. J. (2008) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2008.07111835 · Cited by 405 · cited 2× · see citing works
“Prior studies of digital interventions for sUDs have had participants complete digital lessons in a private, quiet space at a clinic [60,71]. in this study, however, participants completed the digital lessons outside of the clinic environment (e.g. at home, work, on the bus) with remote phone-based…”
BackgroundSelf-citationSerre, F., Fatseas, M., Swendsen, J., & Auriacombe, M. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.12.024 · Cited by 389 · see citing works
McLellan, A. T., McKay, J. R., Forman, R. F., Cacciola, J., & Kemp, J. (2005) · Addiction · doi:10.1111/j.1360-0443.2005.01012.x · Cited by 389 · see citing works
Emotion regulation in substance use disorders: a systematic review and meta-analysis
Stellern, J., Xiao, K. B., Grennell, E., Sanches, M., Gowin, J. L., & Sloan, M. E. (2023) · Addiction · doi:10.1111/add.16001 · Cited by 366 · see citing works
Association of Drug Cues and Craving With Drug Use and Relapse
Vafaie, N., & Hedy Kober, A. (2022) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2022.1240 · Cited by 353 · see citing works
Mindfulness-Based Relapse Prevention for substance craving
Witkiewitz, K., Bowen, S., Douglas, H., & Hsu, S. H. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2012.04.001 · Cited by 337 · see citing works
Self-citationThe role of craving in substance use disorders: theoretical and methodological issues
Sayette, M. A. (2016) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-021815-093351 · Cited by 319 · see citing works
The role of affective dysregulation in drug addiction
Cheetham, A., Allen, N. B., Yücel, M., & Lubman, D. I. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2010.04.005 · Cited by 308 · see citing works
Mindfulness-Based Relapse Prevention for Addictive Behaviors: A Clinician's Guide
Bowen, S. W., Chawla, N., & Marlatt, G. A. (2010) · Cited by 305 · see citing works
Self-citationContinuing care research: What we have learned and where we are going
McKay, J. R. (2009) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2008.10.004 · Cited by 249 · see citing works
Emotion Regulation and Substance Use: A Meta-Analysis
Weiss, N. H., Kiefer, R., Goncharenko, S., Raudales, A. M., Forkus, S. R., Schick, M. R., & Contractor, A. A. (2022) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2021.109131 · Cited by 235 · see citing works
Witkiewitz, K. A. (2020) · Alcohol research · doi:10.35946/arcr.v40.3.01 · Cited by 229 · see citing works
Self-citationGrant, S., Colaiaco, B., Motala, A., Shanman, R., Booth, M., Sorbero, M., & Hempel, S. (2017) · Journal of Addiction Medicine · doi:10.1097/adm.0000000000000338 · Cited by 220 · see citing works
Carroll, K. M., & Kiluk, B. D. (2017) · Psychology of Addictive Behaviors · doi:10.1037/adb0000311 · Cited by 218 · see citing works
Self-citationGarland, E. L., Froeliger, B., & Howard, M. O. (2014) · Psychopharmacology · doi:10.1007/s00213-014-3504-7 · Cited by 216 · see citing works
Witkiewitz, K. A., Bowen, S. W., Harrop, E. N., Carroll, H. A., Enkema, M. C., & Sedgwick, C. (2014) · Substance Use & Misuse · doi:10.3109/10826084.2014.891845 · Cited by 214 · see citing works
Self-citationGarfield, J. B. B., Lubman, D. I., & Yücel, M. (2014) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867413508455 · Cited by 213 · 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-citationComputerized behavior therapy for opioid-dependent outpatients: a randomized controlled trial.
Bickel, W., Marsch, L., Buchhalter, A., & Badger, G. (2008) · Experimental and clinical psychopharmacology · doi:10.1037/1064-1297.16.2.132 · Cited by 202 · see citing works
Mindfulness-Based Relapse Prevention for Addictive Behaviors: A Clinician's Guide
Bien, T. H. (2011) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/j.1365-2850.2011.01761.x · Cited by 172 · see citing works
Segal, Z. V., Dimidjian, S., Beck, A., Boggs, J. M., Vanderkruik, R., Metcalf, C. A., Gallop, R., Felder, J. N., & Levy, J. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.4693 · Cited by 159 · see citing works
Witkiewitz, K., Warner, K., Sully, B., Barricks, A., Stauffer, C., Thompson, B. L., & Luoma, J. B. (2014) · Substance Use & Misuse · doi:10.3109/10826084.2013.856922 · Cited by 137 · cited 2× · see citing works
“Given the efficacy data on MBRP [28,29,54,55] and given the team’s predominant expertise in MBRP (particularly authors cRR, MK, es, sB, KW, and hK), we opted to base the content of Mindful Journey primarily on Mindfulness-Based Relapse Prevention (MBRP) [23]. however, given efficacy of related…”
BackgroundSelf-citationGarland, E. L., Froeliger, B., & Howard, M. O. (2015) · Journal of Behavioral Medicine · doi:10.1007/s10865-014-9607-0 · Cited by 136 · see citing works
Cavicchioli, M., Movalli, M., & Maffei, C. (2018) · European Addiction Research · doi:10.1159/000490762 · Cited by 120 · see citing works
Marsch, L. A., Carroll, K. M., & Kiluk, B. D. (2013) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2013.08.010 · Cited by 105 · see citing works
Self-citationPriddy, S. E., Howard, M. O., Hanley, A. W., Riquino, M. R., Friberg-Felsted, K., & Garland, E. L. (2018) · Substance Abuse and Rehabilitation · doi:10.2147/sar.s145201 · Cited by 101 · see citing works
Garland, E. L., Atchley, R., Hanley, A. W., Zubieta, J.-K., & Froeliger, B. (2019) · Science Advances · doi:10.1126/sciadv.aax1569 · Cited by 100 · see citing works
Bricker, J. B., Mull, K. E., McClure, J. B., Watson, N. L., & Heffner, J. L. (2018) · Addiction · doi:10.1111/add.14127 · Cited by 91 · see citing works
Self-citationVilardaga, 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
Bresin, K., Mekawi, Y., & Verona, E. (2018) · Psychology of Addictive Behaviors · doi:10.1037/adb0000383 · Cited by 90 · see citing works
Froeliger, B., Mathew, A. R., McConnell, P. A., Eichberg, C., Saladin, M. E., Carpenter, M. J., & Garland, E. L. (2017) · Evidence-Based Complementary and Alternative Medicine · doi:10.1155/2017/7018014 · Cited by 83 · see citing works
Affective vulnerability in substance use disorders
McHugh, R. K., & Kneeland, E. T. (2019) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2019.01.011 · Cited by 80 · see citing works
Cavicchioli, M., Vassena, G., Movalli, M., & Maffei, C. (2020) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2020.108002 · Cited by 75 · see citing works
O'Daffer, A., Colt, S. F., Wasil, A. R., & Lau, N. (2022) · JMIR Mental Health · doi:10.2196/40924 · Cited by 72 · see citing works
Parisi, A. B., Roberts, R. L., Hanley, A. W., & Garland, E. L. (2022) · Mindfulness · doi:10.1007/s12671-022-01964-x · Cited by 62 · see citing works
Anhedonia as a Key Clinical Feature in the Maintenance and Treatment of Opioid Use Disorder
Kiluk, B. D., Yip, S. W., DeVito, E. E., Carroll, K. M., & Sofuoglu, M. (2019) · Clinical Psychological Science · doi:10.1177/2167702619855659 · Cited by 60 · see citing works
Self-citationGarland, E. L., Fix, S. T., Hudak, J., Bernat, E. M., Nakamura, Y., Hanley, A. W., Donaldson, G. W., Marchand, W. R., & Froeliger, B. (2021) · Psychological Medicine · doi:10.1017/s0033291721003834 · Cited by 51 · 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
Self-citationRoos, C. R., Bowen, S. W., & Witkiewitz, K. A. (2020) · Mindfulness · doi:10.1007/s12671-020-01456-w · Cited by 38 · see citing works
Self-citationA meta-analysis of the effect of substance use interventions on emotion outcomes.
Kang, D., Fairbairn, C. E., & Ariss, T. A. (2019) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000450 · Cited by 25 · see citing works
Mindfulness-Oriented Recovery Enhancement
Garland, E. L., Baker, A. K., Riquino, M. R., & Priddy, S. E. (2019) · Routledge eBooks · doi:10.4324/9781315265438-26 · Cited by 21 · see citing works
The neurocircuitry of addiction: Implications for treatment
Koob, G. F. (2005) · Clinical Neuroscience Research · doi:10.1016/j.cnr.2005.08.005 · Cited by 19 · see citing works
Roos, C. R., Harp, N. R., Vafaie, N., Gueorguieva, R. V., Frankforter, T. L., Carroll, K. M., & Hedy Kober, A. (2023) · Psychology of Addictive Behaviors · doi:10.1037/adb0000940 · Cited by 14 · see citing works
Self-citationMindfulness Based Relapse Prevention
Sherlock, C. (2018) · University of Bridgeport ScholarWorks (University of Bridgeport) · Cited by 9 · see citing works
Skrzynski, C. J., Karoly, H., Ellingson, J., Hangerty, S., Bryan, A. D., & Hutchison, K. E. (2023) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.21-00392 · Cited by 9 · see citing works
P4. Difficulties in Emotion Regulation in Substance Use Disorders: A Meta-Analysis
Xiao, K. B., Stellern, J., Grennell, E., Sanches, M., Gowin, J. L., & Sloan, M. (2022) · Biological Psychiatry · doi:10.1016/j.biopsych.2022.02.239 · Cited by 2 · see citing works
Flagged first, then by citations
1 of the 69 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [6]UDo H, Services H. Facing addiction in america: the surgeon general’s report on alcohol, drugs, and health. Washington, DC: HHS; 2016. p. 3– 1. 28252892
Cited by
Sorted by citations
Liu, M., Kong, A., Huang, F., Lau, N. M. L., & Hoorn, J. F. (2025) · Virtual Reality · doi:10.1007/s10055-025-01224-y · Cited by 9 · see citing works
Sala, M., Roos, C. R., Hedy Kober, A., Bricker, J. B., Stern, C. M., Plutchik, J., John, M., Haeny, A. M., Feldman, J. M., Aslan, M., et al. (2025) · European Eating Disorders Review · doi:10.1002/erv.3204 · Cited by 3 · see citing works
Self-citationJiang, H., & Bian, H. (2026) · Mindfulness · doi:10.1007/s12671-025-02756-9 · Cited by 2 · see citing works
Ecker, A. H., Kolp, H. M., Poe, L. M., Finley, E. P., Pigee, R., Kelly, M. M., Helmer, D. A., Cucciare, M. A., & Cully, J. A. (2025) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.24-00278 · Cited by 2 · see citing works
The use of mHealth Technologies in the Assessment and Treatment of Addictive Behaviors
Cuesta‐López, I., Weidberg, S. E., & Iza-Fernández, C. (2025) · Papeles del Psicólogo - Psychologist Papers · doi:10.70478/pap.psicol.2025.46.13 · Cited by 2 · see citing works
Lord, S. E., & Rao, D. (2025) · Annals of Medicine · doi:10.1080/07853890.2025.2486585 · Cited by 1 · see citing works
Baillet, E., Harp, N. R., Hedy Kober, A., & Roos, C. R. (2025) · medRxiv · doi:10.1101/2025.08.08.25333320
Self-citationSala, M., Hedy Kober, A., Levinson, C. A., Ascarrunz, D., Stern, C. M., & Roos, C. R. (2026) · International Journal of Eating Disorders · doi:10.1002/eat.70037
Self-citationRoos, C. R., Witkiewitz, K. A., Bowen, S. W., Kiluk, B. D., Bricker, J., Mun, C. J., Baillet, E., John, M., & Hedy Kober, A. (2026) · Mindfulness · doi:10.1007/s12671-026-02836-4
Self-citationBaillet, E., Harp, N. R., Hedy Kober, A., & Roos, C. R. (2026) · Drug and Alcohol Dependence Reports · doi:10.1016/j.dadr.2026.100455
Self-citationTempchin, J., Davis, W. J., Margaris, A. M., Buck, A. C., Cruthird, D. M., White, E. T., Cole, H. E., Dennhardt, A. A., & Murphy, J. G. (2026) · Substance Use & Misuse · doi:10.1080/10826084.2026.2682304
Dashtbani, S., Ramesh, H., Norouzkhani, N., Saghebi, A., Khoshkangin, A., & Habibi, M. R. M. (2026) · Health Science Reports · doi:10.1002/hsr2.73103
- Authors
- Roos, C. R., Kiluk, B., Carroll, K. M., Bricker, J. B., Mun, C. J., Sala, M., Kirouac, M., Stein, E., John, M., Palmer, R., DeBenedictis, A., Frisbie, J., Haeny, A. M., Barry, D., Fucito, L. M., Bowen, S., Witkiewitz, K., & Kober, H.
- Affiliations
- Yale University (US)
- Fred Hutch Cancer Center (US)
- Arizona State University (US)
- Yeshiva University (US)
- University of New Mexico (US)
- VA Puget Sound Health Care System (US)
- Boston College (US)
- Frisbie Tutoring, Branford, CT, USA
- Pacific University (IN)
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Corresponding author
- Roos, Corey R.
- ORCID
- Venue
- Annals of Medicine
- Publisher
- Informa UK Limited
- Published
- 2024-02-21
- Volume
- 56
- Issue
- 1
- Pages
- 2315228-2315228
- ISSN
- 0785-3890 (ISSN-L)
- 1365-2060
- PMC
- PMC10883107
- OpenAlex
- W4391993542
- Cited by
- 12
- References
- 69
- Citations by year
- 2026: 6 · 2025: 6
- FWCI
- 4.74
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Annals of Medicine (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Center for Complementary and Integrative Health (K23AT011342)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- substance use disorders, addiction recovery, mobile application, adjunctive therapy, feasibility, acceptability, phone coaching, outpatient care
- MeSH terms
- Adult, Ambulatory Care, Humans, Motivation, Substance-Related Disorders, Mobile Applications, Mindfulness
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