Pilot randomized trial of MOMENT, a motivational counseling–plus–ecological momentary intervention to reduce marijuana use in youth
Open accessAbstract
Background: Ecological momentary interventions (EMIs) influence behavior in real time, in real life. We evaluated trial feasibility and preliminary efficacy of MOMENT, a counseling-plus-EMI to reduce frequent marijuana use in youth in primary care. Methods: Primary care patients age 15–24 years using marijuana at least 3 times/week were randomized to MOMENT [motivational enhancement therapy (MET)/smartphone-based momentary assessment/responsive motivational messaging] vs. No-messages (MET/momentary assessment) vs. MET-only. In MOMENT, two MET sessions were followed by 2 weeks of momentary assessment of marijuana use and factors related to use, with motivational messaging displayed after report of marijuana triggers, desire, use, and effort to avoid use. We evaluated study feasibility (recruitment, retention, and response rates; feedback survey responses) and explored intervention effects on marijuana desire and use at three months with linear mixed effects modeling. Results: Seventy youth [mean (M) =20.7 years, 60% female] were assigned to MOMENT (n=27), No-messages (n=15; assignment suspended to enrich other arms), or MET-only (n=28). Most attrition occurred during baseline, before MET. Of those completing MET session 1, 82% completed their assigned treatment and 79% provided 3-month data. Participants highly rated acceptability; comments reflected changing motivation and behavior. Across arms, participants reported significantly lower marijuana use, desire, and problems at follow-up vs. baseline. Momentary marijuana desire declined more in MOMENT vs. MET-only. Marijuana use following a targeted context or behavior was less likely in MOMENT and No-messages, vs. MET-only. Conclusions: The MOMENT intervention is feasible to deliver, acceptable, and potentially efficacious in reducing marijuana desire and use among adolescent and young adults in primary care. A larger randomized trial to evaluate efficacy is warranted.
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?
Young cannabis users (mean age 20 years) who followed two sessions of motivational enhancement therapy combined with a mobile relapse prevention intervention reported a reduction of craving and a decrease in the amount of cannabis consumed.
“Young cannabis users (mean age: 20 years) who followed two sessions of motivational enhancement therapy combined with a mobile intervention designed to prevent relapse have reported a reduction of the craving sensation and a decrease in the amount of cannabis consumed (101).”
From Mobile intervention for individuals with psychosis, dual disorders, and their common comorbidities: A literature review (2019) · cites this paper as [101]
The Study design and Participants and procedures sections describe two MET sessions followed by a mobile intervention in the MOMENT arm; Sample characteristics gives a mean age of 20.7 years. Key variables analyses reports a greater decline in marijuana desire with MOMENT and less frequent reported use in some contexts, but it does not establish a decrease in the amount of cannabis consumed. (LLM, conf=0.88)
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
CONSORT 2010 statement: extension to randomised pilot and feasibility trials.
Eldridge, S. M., Chan, C. L., Campbell, M. J., Bond, C. M., Hopewell, S., Thabane, L., & Lancaster, G. A. (2016) · BMJ · doi:10.1136/bmj.i5239 · Cited by 3,404 · see citing works
CONSORT 2010 statement: extension to randomised pilot and feasibility trials
on behalf of the PAFS consensus group, Eldridge, S. M., Chan, C. L., Campbell, M. J., Bond, C. M., Hopewell, S., Thabane, L., & Lancaster, G. A. (2016) · Pilot and Feasibility Studies · doi:10.1186/s40814-016-0105-8 · Cited by 2,843 · cited 2× · see citing works
“Family history of mental health problems, N [%] 9 [33] 2 [13] 7 [25] χ(2) =2.”
BackgroundPersistent cannabis users show neuropsychological decline from childhood to midlife
Meier, M. H., Caspi, A., Ambler, A., Harrington, H., Houts, R., Keefe, R. S. E., McDonald, K., Ward, A., Poulton, R., & Moffitt, T. E. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1206820109 · Cited by 1,523 · see citing works
Heron, K. E., & Smyth, J. M. (2010) · British Journal of Health Psychology · doi:10.1348/135910709x466063 · Cited by 1,438 · see citing works
The Cannabis Youth Treatment (CYT) Study: main findings from two randomized trials.
Dennis, M. L., Godley, S., Diamond, G., Tims, F., Babor, T., Donaldson, J., Liddle, H., Titus, J. C., Kaminer, Y., Webb, C., et al. (2004) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2003.09.005 · Cited by 783 · cited 1× · see citing works
“White/Caucasian, non-Hispanic 3 [11] 0 [0] 5 [18]”
Moyers, T. B., Rowell, L. N., Manuel, J. K., Ernst, D., & Houck, J. M. (2016) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2016.01.001 · Cited by 567 · see citing works
Substance Abuse and Mental Health Services Administration
National Cancer Institute (2020) · Definitions · doi:10.32388/2cdmlf · Cited by 533 · see citing works
Gilman, J. M., Kuster, J. K., Lee, S., Lee, M. J., Kim, B. W., Makris, N., van der Kouwe, A., Blood, A. J., & Breiter, H. C. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.4745-13.2014 · Cited by 250 · see citing works
Lane, C., Huws-Thomas, M. V., Hood, K., Rollnick, S., Edwards, K., & Robling, M. R. (2004) · Patient Education and Counseling · doi:10.1016/j.pec.2004.01.003 · Cited by 250 · see citing works
Miech, R. A., Johnston, L. D., O’Malley, P. M., Bachman, J. G., Schulenberg, J. E., & Patrick, M. E. (2017) · Institute for Social Research eBooks · doi:10.3998/2027.42/139711 · Cited by 223 · see citing works
Substance Use Screening, Brief Intervention, and Referral to Treatment for Pediatricians
Levy, S., & Kokotailo, P. K. (2011) · PEDIATRICS · doi:10.1542/peds.2011-1754 · Cited by 199 · see citing works
Versluis, A., Verkuil, B., Spinhoven, P., van der Ploeg, M. M., & Brosschot, J. F. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5642 · Cited by 186 · cited 1× · see citing works
“Drunk in past week, N [%] 4 [15] 3 [20] 6 [21] χ(2) =0.”
Worth the wait: effects of age of onset of marijuana use on white matter and impulsivity
Gruber, S. A., Dahlgren, M. K., Sagar, K. A., Gönenç, A., & Lukas, S. E. (2014) · Psychopharmacology · doi:10.1007/s00213-013-3326-z · Cited by 177 · see citing works
Walker, D. D., Roffman, R. A., Stephens, R. S., Wakana, K., & Berghuis, J. P. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.3.628 · Cited by 154 · cited 1× · see citing works
“Personal history of treatment for mental health problems, N [%] 9 [33] 2 [13] 8 [29] χ(2) =2.”
BackgroundAdolescent exposure to cannabis as a risk factor for psychiatric disorders
Rubino, T., Zamberletti, E., & Parolaro, D. (2011) · Journal of Psychopharmacology · doi:10.1177/0269881111405362 · Cited by 153 · see citing works
Hogue, A., Henderson, C. E., Ozechowski, T. J., & Robbins, M. S. (2014) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2014.915550 · Cited by 151 · cited 2× · see citing works
“Personal history of alcohol or drug abuse, N [%] 4 [15] 1 [7] 7 [25] χ(2) =2.”
BackgroundThe Adolescent Assessment/Referral System Manual.
Rahdert, E. R. (1991) · Cited by 137 · see citing works
Silins, E., Fergusson, D. M., Patton, G. C., Horwood, L. J., Olsson, C. A., Hutchinson, D. M., Degenhardt, L. J., Tait, R. J., Borschmann, R., Coffey, C., et al. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2015.08.034 · Cited by 111 · see citing works
Li, L., Zhu, S., Tse, N., Tse, S. S.-K., & Wong, P. W. C. (2015) · Addiction · doi:10.1111/add.13285 · Cited by 108 · see citing works
Brook, J. S., Lee, J. Y., Finch, S. J., Seltzer, N., & Brook, D. W. (2013) · Substance Abuse · doi:10.1080/08897077.2013.775092 · Cited by 90 · see citing works
Wu, L.-T. T., Brady, K. T., Mannelli, P., & Killeen, T. K. (2013) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2013.11.010 · Cited by 87 · see citing works
Motivational and mindfulness intervention for young adult female marijuana users
de Dios, M. A., Herman, D. S., Britton, W. B., Hagerty, C. E., Anderson, B. J., & Stein, M. D. (2012) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2011.08.001 · Cited by 86 · see citing works
Shrier, L. A., Rhoads, A. M., Burke, P. J., Walls, C. E., & Blood, E. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2013.09.028 · Cited by 66 · see citing works
Phillips, K. T., Phillips, M. M., Lalonde, T. L., & Tormohlen, K. N. (2015) · Addictive Behaviors · doi:10.1016/j.addbeh.2015.03.020 · Cited by 58 · see citing works
Scott, C. K., Dennis, M. L., Grella, C. E., Funk, R. R., & Lurigio, A. J. (2019) · Health & Justice · doi:10.1186/s40352-019-0093-x · Cited by 54 · see citing works
Motivational interviewing to reduce substance use in adolescents with psychiatric comorbidity
Brown, R. A., Abrantes, A. M., Minami, H., Prince, M. A., Bloom, E. L., Apodaca, T. R., Strong, D. R., Picotte, D. M., Monti, P. M., MacPherson, L., et al. (2015) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2015.06.016 · Cited by 42 · see citing works
Córdova, D., Muñoz-Velázquez, J., Lua, F. M., Fessler, K. B., Warner, S. C., Delva, J., Adelman, N., Fernandez, A. R., & Bauermeister, J. A. (2020) · JMIR mhealth and uhealth · doi:10.2196/16251 · Cited by 41 · see citing works
Shrier, L. A., Walls, C. E., Kendall, A. D., & Blood, E. (2012) · Psychology of Addictive Behaviors · doi:10.1037/a0029197 · Cited by 37 · see citing works
Pennou, A., Lecomte, T., Potvin, S., & Khazaal, Y. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00302 · Cited by 34 · see citing works
Gilman, J. M., Lee, S., Kuster, J. K., Lee, M. J., Kim, B. W., van der Kouwe, A. J. W., Blood, A. J., & Breiter, H. C. (2016) · Brain and Behavior · doi:10.1002/brb3.459 · Cited by 26 · see citing works
Silins, E., Swift, W., Slade, T. N., Toson, B., Rodgers, B., & Hutchinson, D. M. (2017) · Drug and Alcohol Review · doi:10.1111/dar.12512 · Cited by 26 · see citing works
Shrier, L. A., Rhoads, A. M., Fredette, M. E., & Burke, P. J. (2013) · Substance Use & Misuse · doi:10.3109/10826084.2013.824470 · Cited by 23 · see citing works
Feasibility of Momentary Sampling Assessment of Cannabis Use in Adolescents and Young Adults
Black, S. K., de Moor, C., Kendall, A. D., & Shrier, L. A. (2014) · Journal of Child & Adolescent Substance Abuse · doi:10.1080/1067828x.2013.786923 · Cited by 12 · see citing works
Darnell, D. A., Parker, L. E., Engstrom, A., Fisher, D., Diteman, K. D., & Dunn, C. W. (2019) · Journal of Clinical Medicine Research · doi:10.14740/jocmr4018 · Cited by 2 · see citing works
Flagged first, then by citations
1 of the 35 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Schulenberg JE, Johnston LD, O'Malley PM, et al. Monitoring the Future national survey results on drug use, 1975-2016: Volume II, College students and adults © mHealth. All rights reserved. mHealth 2018;4:29 mhealth.amegroups.com ages 19-55. Ann Arbor: Institute for Social Research, The University of Michigan, 2017.
- Miller WR, Rollnick S. Motivational interviewing: Helping people change (3rd edition). Applications of motivational interviewing. New York: Guilford Press, 2013.
Cited by
Sorted by citations
Ecological momentary interventions for mental health: A scoping review
Balaskas, A., Schueller, S. M., Cox, A. L., & Doherty, G. (2021) · PLOS ONE · doi:10.1371/journal.pone.0248152 · Cited by 235 · see citing works
Perski, O., Hébert, E. T., Naughton, F., Hekler, E. B., Brown, J., & Businelle, M. S. (2021) · Addiction · doi:10.1111/add.15687 · Cited by 152 · see citing works
Dao, K. P., Cocker, K. A. D., Tong, H. L., Kocaballi, A. B., Chow, C. K., & Laranjo, L. (2021) · JMIR mhealth and uhealth · doi:10.2196/22890 · Cited by 133 · see citing works
Technology Use for Adolescent Health and Wellness
Radović, A., & Badawy, S. M. (2020) · PEDIATRICS · doi:10.1542/peds.2019-2056g · Cited by 111 · see citing works
Carreiro, S., Newcomb, M., Leach, R., Ostrowski, S. J., Boudreaux, E. D., & Amante, D. J. (2020) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2020.108201 · Cited by 108 · see citing works
“For outcomes assessment, a timeline follow-back (TLFB) questionnaire was employed in 11 articles to quantify substance use(Aharonovich et al., 2017; Barnett et al., 2017; Beckham et al., 2018; Dermody et al., 2018; Dulin et al., 2014; Gonzalez and Dulin, 2015; Shrier et al., 2018; Shrier et al., 2014; Suffoletto et al…”
InfluentialJackson, K. M., Stevens, A. K., Sokolovsky, A. W., Hayes, K. L., & WHITE, H. R. (2021) · Psychology of Addictive Behaviors · doi:10.1037/adb0000765 · Cited by 61 · see citing works
Scott, C. K., Dennis, M. L., Grella, C. E., Funk, R. R., & Lurigio, A. J. (2019) · Health & Justice · doi:10.1186/s40352-019-0093-x · Cited by 54 · see citing works
Mobile Health Interventions for Substance Use Disorders
Businelle, M. S., Perski, O., Hébert, E. T., & Kendzor, D. E. (2024) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-080822-042337 · Cited by 50 · see citing works
Hsu, T. C., Whelan, P., Gandrup, J., Armitage, C. J., Cordingley, L., & McBeth, J. (2024) · British Journal of Health Psychology · doi:10.1111/bjhp.12766 · Cited by 53 · see citing works
“…acceptance and commitment therapy ( n = 2) (Levin, Haeger, & Cruz, 2019; Levin, Navarro, et al., 2019), motivational enhancement therapy ( n = 2) (Shrier et al., 2014, 2018), integrative cognitive-affective therapy ( n = 1) (Juarascio, Hunt, et al., 2021) and protective behavioural strategies (…”
Novel approaches for treating Internet Gaming Disorder: A review of technology-based interventions
Górowska, M. P., Tokarska, K., Zhou, X., Gola, M. K., & Li, Y. (2022) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2022.152312 · Cited by 47 · see citing works
Nahum-Shani, I., Rabbi, M., Yap, J., Philyaw-Kotov, M. L., Klasnja, P., Bonar, E. E., Cunningham, R. M., Murphy, S. A., & Walton, M. A. (2021) · Health Psychology · doi:10.1037/hea0001101 · Cited by 41 · see citing works
“…among substance users of all ages showed that the pooled estimate was 70.8%; however, studies of A/EAs often find rates of 60–65% (Bonar et al., 2018; Buckner et al., 2012; Newcomb, Swann, Estabrook, et al., 2018; Newcomb, Swann, Mohr, et al., 2018; Shorey et al., 2014; Shrier et al., 2018).”
ResultInfluentialCórdova, D., Muñoz-Velázquez, J., Lua, F. M., Fessler, K. B., Warner, S. C., Delva, J., Adelman, N., Fernandez, A. R., & Bauermeister, J. A. (2020) · JMIR mhealth and uhealth · doi:10.2196/16251 · Cited by 41 · see citing works
“The sample size of 50 is a study limitation; however, the sample size is akin to other research focused on pilot testing mHealth preventive interventions [24,26].”
InfluentialPennou, A., Lecomte, T., Potvin, S., & Khazaal, Y. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00302 · Cited by 34 · see citing works
Ecological Momentary Interventions in Public Mental Health Provision
Schulte‐Strathaus, J. C. C., Rauschenberg, C., Baumeister, H., & Reininghaus, U. (2022) · Studies in neuroscience, psychology and behavioral economics · doi:10.1007/978-3-030-98546-2_25 · Cited by 29 · see citing works
Slepian, P. M., Peng, M., Janmohamed, T., Kotteeswaran, Y., Manoo, V., McLaren-Blades, A., Fiorellino, J., Katznelson, R., Tamir, D., McRae, K. M., et al. (2020) · Digital Health · doi:10.1177/2055207620962297 · Cited by 28 · see citing works
“For instance, the addition of motivational enhancement components to a mobile health application has recently been linked to improved engagement.(18) Although further study of engagement moderators is needed to identify promising intervention targets, the inclusion of educational materials focused on promoting self-ma…”
BackgroundMcDonnell, A., MacNeill, C., Chapman, B. P., Gilbertson, N., Reinhardt, M., & Carreiro, S. (2020) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2020.108226 · Cited by 26 · see citing works
“Decreased access to routine mental health care also poses a risk, given the prevalence of dual diagnosis in this population and increased mental health issues associated with physical distancing (Dunlop et al., 2020; Khatri & Perrone, 2020; Shuler et al., 2017).”
BackgroundDigital Phenotyping in Child and Adolescent Psychiatry: A Perspective
Nisenson, M., Lin, V., & Gansner, M. (2021) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000310 · Cited by 21 · see citing works
Becker, S. J., Helseth, S. A., Janssen, T., Kelly, L. M., Escobar, K. I., Souza, T., Wright, T. G., & Spirito, A. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108457 · Cited by 19 · see citing works
Beneria, A., Santesteban‐Echarri, O., Daigre, C., Tremain, H., Ramos‐Quiroga, J. A., McGorry, P. D., & Álvarez‐Jiménez, M. (2021) · Early Intervention in Psychiatry · doi:10.1111/eip.13226 · Cited by 20 · see citing works
Shrier, L. A., Burke, P. J., Parker, S., Edwards, R., Jonestrask, C., Pluhar, E., & Harris, S. K. (2020) · mHealth · doi:10.21037/mhealth.2019.11.05 · Cited by 19 · see citing works
Wells, M., Kelly, P. J., Robson, D. A., Haynes, C. J., Hatton, E. L., & Larance, B. (2024) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2024.111376 · Cited by 19 · see citing works
Psychological Interventions for Cannabis Use among Adolescents and Young Adults: A Systematic Review
Nassif, Y. B., Rahioui, H., & Varescon, I. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20146346 · Cited by 16 · see citing works
Shrier, L. A., Sarda, V., Jonestrask, C., & Harris, S. K. (2017) · Addictive Behaviors · doi:10.1016/j.addbeh.2017.12.032 · Cited by 15 · see citing works
Cunha, B. C. R., Rodrigues, K. R. D. H., Zaine, I., da Silva, E. A. N., Viel, C. C., & Pimentel, M. D. G. C. (2021) · Journal of Medical Internet Research · doi:10.2196/24278 · Cited by 15 · see citing works
Beres, L. K., Mbabali, I., Anok, A., Katabalwa, C., Mulamba, J., Thomas, A. G., Bugos, E., Nakigozi, G., Grabowski, M. K., & Chang, L. W. (2021) · JMIR Formative Research · doi:10.2196/22693 · Cited by 15 · see citing works
Kells, M. R., Burke, P. J., Parker, S., Jonestrask, C., & Shrier, L. A. (2019) · Journal of Pediatric Nursing · doi:10.1016/j.pedn.2019.08.011 · Cited by 15 · see citing works
Serre, F., Moriceau, S., Donnadieu, L., Forcier, C., Garnier, H., Alexandre, J., Dupuy, L., Philip, P., Levavasseur, Y., de Sevin, É., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1143167 · Cited by 13 · see citing works
Coughlin, L. N., Campbell, M., Wheeler, T., Rodríguez, C., Florimbio, A. R., Ghosh, S., Guo, Y., Hung, P.-Y., Newman, M., Pan, H., et al. (2024) · Contemporary Clinical Trials · doi:10.1016/j.cct.2024.107667 · Cited by 10 · see citing works
Postma, M. R., Vrancken, S., Daemen, M., der Meulen, I. H.-V., Volbragt, N., Delespaul, P., de Haan, L., van der Pluijm, M., Breedvelt, J., van der Gaag, M., et al. (2024) · BMC Public Health · doi:10.1186/s12889-024-19143-z · Cited by 9 · see citing works
“EMIs were developed for different mental health problems such as mood [15, 16], anxiety [17, 18], and substance use disorders [19–21].”
BackgroundKoike, C., Nestor, B. A., Gelmez, P. S., Fladger, A., Shrier, L. A., & Kossowsky, J. (2025) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2025.07.027 · Cited by 8 · see citing works
Saulnier, K. G., Koscinski, B., Flynt, S., Accorso, C., & Allan, N. P. (2023) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2023.2288551 · Cited by 9 · see citing works
“Incorporating EMI into interventions has resulted in greater symptom reduction relative to comparable interventions without EMI for schizophrenia, generalized anxiety disorder, and cannabis use (Hanssen et al., 2020; LaFreniere & Newman, 2016; Newman et al., 2014; Shrier et al., 2018).”
Trait mindfulness and cannabis use–related factors in adolescents and young adults with frequent use
Lin, J., Harris, S. K., & Shrier, L. A. (2021) · Substance Abuse · doi:10.1080/08897077.2021.1901179 · Cited by 8 · see citing works
Baumer, A. M., Nestor, B. A., Potter, K. W., Knoll, S. J., Evins, A. E., Gilman, J. M., Kossowsky, J., & Schuster, R. M. (2023) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2023.110989 · Cited by 7 · see citing works
Ecological Momentary Interventions To Reduce Addictive Behaviors: A Systematic Review
Lo, C. K. M., Chan, E. W. W., Chan, E. Y. C., & Cho, Y. W. (2025) · Current Addiction Reports · doi:10.1007/s40429-025-00666-3 · Cited by 7 · see citing works
“One study indicated significantly lower marijuana use in both the intervention and control arms, with no signifi - cant differences across the arms [ 44].”
InfluentialLewczuk, K., Górowska, M. P., Li, Y., & Gola, M. K. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00807 · Cited by 7 · see citing works
“…and related behavior: aiding recovery from alcoholism by reducing risky drinking episodes (50), helping to limit binge drinking among young people (51), supporting smoking cessation (52), reducing marijuana cravings (53), and signi fi cantly predicting substance use relapse after treatment (54).”
BackgroundKruger, M., Liu, J., Graver, H., Manasse, S. M., & Velkoff, E. A. (2025) · Journal of Eating Disorders · doi:10.1186/s40337-025-01329-4 · Cited by 8 · see citing works
“EMIs have been used to target a wide range of public health problems, such as depression and anxiety [22], alcohol use [26], smoking cessation [27, 28], substance use [29], weight loss [30, 31], and EDs [18].”
Lewis, M. A., Litt, D., Fairlie, A. M., Kilmer, J. R., Kannard, E., Resendiz, R., & Walker, T. (2022) · JMIR Research Protocols · doi:10.2196/37106 · Cited by 6 · see citing works
Lauckner, C., Takenaka, B. P., Sesenu, F., Brown, J., Kirklewski, S. J., Nicholson, E., Haney, K., Adatorwovor, R., Boyd, D. T., Fallin‐Bennett, K., et al. (2024) · JMIR Research Protocols · doi:10.2196/55166 · Cited by 4 · see citing works
O’Connell, M., Levy, S., Shrier, L. A., & Harris, S. K. (2021) · Substance Abuse · doi:10.1080/08897077.2021.1941517 · Cited by 5 · see citing works
Rabbi, M., Philyaw-Kotov, M. L., Li, J., Li, K. T., Rothman, B., Giragosian, L., Reyes, M., Gadway, H., Cunningham, R. M., Bonar, E. E., et al. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2003.13545 · Cited by 7 · see citing works
Conway, F. N., Kane, H., Bingaman, A., Kennedy, P., Tang, E., Patel, S. V., & Cance, J. D. (2024) · Substance Use & Addiction Journal · doi:10.1177/29767342241263675 · Cited by 4 · see citing works
“17,18 The responses helped researchers obtain a general sense of the user experience; however, data generated from interviews may have provided more detail and depth of understanding.”
Shrier, L. A., McCaskill, N. H., Smith, M. C., O’Connell, M., Gluskin, B. S., Parker, S., Everett, V., Burke, P. J., & Harris, S. K. (2024) · Journal of Substance Use and Addiction Treatment · doi:10.1016/j.josat.2024.209472 · Cited by 4 · see citing works
Błachnio, A., Przepiórka, A., Gorbaniuk, O., McNeill, M., Bendayan, R., Durak, M., Şenol-Durak, E., Ben‐Ezra, M., Benvenuti, M., Angeluci, A. C. B., et al. (2022) · Frontiers research topics · doi:10.3389/978-2-88974-249-3 · Cited by 4 · see citing works
Calihan, J. B., & Levy, S. (2022) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2022.08.002 · Cited by 4 · see citing works
Moore, S. K., Boggis, J. S., Gauthier, P. R., Lambert-Harris, C. A., Hichborn, E. G., Bell, K. D., Saunders, E. C., Montgomery, L., Murphy, E. I., Turner, A. M., et al. (2024) · Journal of Medical Internet Research · doi:10.2196/53685 · Cited by 3 · see citing works
Helseth, S. A., Guigayoma, J. P., Price, D., Spirito, A., Clark, M. A., Barnett, N. P., & Becker, S. J. (2022) · JMIR Research Protocols · doi:10.2196/35402 · Cited by 3 · see citing works
“Although studies of both apps established the feasibility and potential efficacy of adjunctive smartphone apps for cannabis use [44,49-52], these apps were built for older, heavy cannabis users who were also receiving in-person therapy from skilled clinicians, and neither was designed for youth in low-resource setting…”
BackgroundDarharaj, M., Roshanpajouh, M., Amini, M., Shrier, L. A., Hamraz, I., & Habibi, M. (2025) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2025.112957 · Cited by 2 · see citing works
Guan, K., Amara, M., Gürbüz, S., Khan, I. A., Adlung, C., Cortiana, V., Ali, R. H., Iorio, C., Thalassinou, E., Smit, C. R., et al. (2026) · Journal of Medical Internet Research · doi:10.2196/84422 · Cited by 3 · see citing works
“Another pilot randomized trial found reduced odds of marijuana use after contextual or behavioral triggers (odds ratio 0.54, 95% CI 0.31 ‐ 0.95), alongside a greater decline in momentary marijuana desire [45].”
InfluentialDarnell, D. A., Parker, L. E., Engstrom, A., Fisher, D., Diteman, K. D., & Dunn, C. W. (2019) · Journal of Clinical Medicine Research · doi:10.14740/jocmr4018 · Cited by 2 · see citing works
Shrier, L. A., & Harris, S. K. (2022) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2022.09.002 · Cited by 2 · see citing works
Salgin, L., Kellogg, D., Helm, J. L., Blashill, A. J., Myers, M. G., Jun, H., Lim, A. C., & Calzo, J. P. (2025) · JMIR Research Protocols · doi:10.2196/71927 · Cited by 2 · see citing works
“The remuneration schedule is consistent with previous EMA research of similar duration with adolescent samples [38,39].”
Calihan, J. B., & Levy, S. (2023) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2023.03.001 · Cited by 2 · see citing works
Helseth, S. A., Piper, K. N., Dunne, C. J., Kemp, K. A., Barnett, N. P., Clark, M. A., Spirito, A., & Becker, S. J. (2025) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-025-01370-6 · Cited by 1 · see citing works
“Both adjunctive apps employed ecological momentary assessment or intervention programming (Heron & Smyth, 2010) and demonstrated feasibility and efficacy (Dennis et al., 2015; Kells & Shrier, 2017; Shrier et al., 2018; Shrier, Rhoads, Burke, Shrier et al., 2014a, b; Shrier et al., 2014).”
Ma, Y., West, B. T., & McCabe, S. E. (2025) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2025.112974 · Cited by 1 · see citing works
Kwon, M., Song, J. Y., Hwang, J. Y., Seong, S. J., Park, K. J., Jo, Y. T., Kim, Y. J., Ahn, M. E., & Lee, S.-K. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2026.1717544 · Cited by 1 · see citing works
“For example, one study asked youth participants to select their top three triggers for use from lists of emotional states, social settings, and activities (54).”
Willoughby, J. F., Gibbons, S., & Hundley, S. L. (2022) · Journalism & Mass Communication Quarterly · doi:10.1177/10776990221112949 · Cited by 1 · see citing works
“EMI has been used to help participants address obesity (Boh et al., 2016), cannabis use (Shrier et al., 2018), smoking cessation (Hébert et al., 2018), increased healthy food consumption (Brookie et al., 2017), and other topics (Kauer et al., 2012; Riordan et al., 2015).”
Contexts of Marijuana Use and Cessation among Frequently-Using Youth in Primary Care
Mehta, C. M., Burke, P. E., & Shrier, L. A. (2020) · Youth & Society · doi:10.1177/0044118x20951060 · Cited by 1 · see citing works
“Negative use expectancies (anticipated negative consequences of use) have been associated with fewer lapses during marijuana abstinence attempts (Shrier et al., 2018).”
BackgroundTowards Addiction Treatment: Technological Advances & Applying Technology
Lemley, S. M., & Marsch, L. A. (2020) · Springer eBooks · doi:10.1007/978-3-030-36391-8_35 · Cited by 1 · see citing works
Cannabis use in youth: Consumption and health consequences
Halliday, D. M., Espinoza, S., Schneider, S., & Steinberg, J. K. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-818872-9.00153-9 · Cited by 1 · see citing works
Xuan, Z., & Ranker, L. R. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-818872-9.00188-6 · Cited by 1 · see citing works
Li, B. (2019) · mHealth · doi:10.21037/mhealth.2019.01.03
“Shrier (Figure 1) at Boston Children’s Hospital, Massachusetts has developed an interventional program called MOMENT (Momentary Self-Monitoring and Feedback + Motivational Enhancement Therapy), which combines brief motivational enhancement therapy provided in clinic followed by ecological momentary interventions deliv…”
The Social Cost of Pain: Rejection Sensitivity, Social Rejection, and Cannabis Use in Young Adults
Dambreville, N. (2019) · CUNY Academic Works (City University of New York)
Darharaj, M., Roshanpajouh, M., Amini, M., Shrier, L. A., & Habibi, M. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100669
Ruhlmann, R. E., Fairbairn, C. E., & Flanagan, J. C. (2023) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/bs.plm.2023.06.001
Working your way through self-esteem
Postma, M. R. (2024) · doi:10.26481/dis.20240111mp
Mobile-based collaborative interventions between target participants and circle participants
da Silva, J. C., Dantas, L. A., Marzo, M. A. D. D., Rodrigues, K. R. D. H., & Pimentel, M. D. G. C. (2024) · Simpósio Brasileiro de Sistemas Multimídia e Web (WebMedia) · doi:10.5753/webmedia_estendido.2024.243939
Guan, K., Amara, M., Gürbüz, S., Khan, I. A., Adlung, C., Cortiana, V., Ali, R., Iorio, C., Thalassinou, E., Smit, C. R., et al. (2025) · medRxiv · doi:10.1101/2025.09.01.25334834
“22,26 29 Physical health strategies in these JITAIs focused on incremental shifts, such as reducing sedentary behaviour and promoting daily walking in adolescents.”
InfluentialHalladay, J. E., Hira, V., Gex, K. S., Meisel, S. N., Bryant, Z., Wilson, J., Stockings, E., Slade, T. N., McDonald, A., & MacKillop, J. M. (2026) · Research Square · doi:10.21203/rs.3.rs-10525385/v1
“The trial included 248 youth to evaluate an in-person motivational enhancement therapy (MET) session alone compared to MET followed by two weeks of self-monitoring with (MOMENT) and without (EMA-only) supportive messages related to individuals’ personal triggers for cannabis (Shrier et al., 2018).”
Shrier, L. A., O’Connell, M., Palmer, A., Parker, S., Kossowsky, J., Katz‐Wise, S. L., Burke, P. J., Milliren, C. E., & Harris, S. K. (2026) · JMIR Research Protocols · doi:10.2196/105908 · Cited by 1 · see citing works
“In our previously developed intervention, which comprised in-person MET and an EMI, nearly all participants who were exposed to the MET rated it as excellent or good and reported changes in their cannabis use motivation and behavior related to cannabis use after counseling [51].”
Influential
- Authors
- Shrier, L. A., Burke, P. J., Kells, M., Scherer, E. A., Sarda, V., Jonestrask, C., Xuan, Z., & Harris, S. K.
- Affiliations
- Boston Children's Hospital (US)
- Dartmouth College (US)
- Boston University (US)
- Corresponding author
- Shrier, Lydia A.
- ORCID
- Venue
- mHealth
- Publisher
- AME Publishing Company
- Published
- 2018-07
- Volume
- 4
- Pages
- 29-29
- ISSN
- 2306-9740 (ISSN-L)
- PMC
- PMC6087802
- OpenAlex
- W2885802406
- Cited by
- 70
- References
- 35
- Citations by year
- 2026: 4 · 2025: 8 · 2024: 12 · 2023: 7 · 2022: 10 · 2021: 12 · 2020: 10 · 2019: 6 · 2017: 1
- FWCI
- 5.47
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc-nd
- Locations
- mHealth (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute on Drug Abuse (R34DA030535)
- Topics
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Health Sciences › Medicine › Physiology › Smoking Behavior and Cessation
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- cannabis use, youth, motivational enhancement therapy, ecological momentary intervention, primary care, intervention feasibility, acceptability
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