SynthesisAddiction science & clinical practice2015
Technology-based interventions for tobacco and other drug use in university and college students: a systematic review and meta-analysis.
Synthesis in Addiction science & clinical practice, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 5 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
34 citing papers in PubMed, 5 syntheses or guidelines pooled it, 69 citations in OpenAlex.
- Use of Behavior Change Techniques in Digital HIV Prevention Programs for Adolescents and Young People: Systematic Review.JMIR public health and surveillance · 2025Pooled it
- The Use of Noncommercial Parent-Focused mHealth Interventions for Behavioral Problems in Youth: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Smoking-Cessation Interventions for U.S. Young Adults: Updated Systematic Review.American journal of preventive medicine · 2020Pooled it
- A Systematic Umbrella Review on the Epidemiology of Modifiable Health Influencing Factors and on Health Promoting Interventions Among University Students.Frontiers in public health · 2020Pooled it
- A systematic review of the effectiveness of digital interventions for illicit substance misuse harm reduction in third-level students.BMC public health · 2019Pooled it
- Tailored text message and web intervention for smoking cessation in U.S. socioeconomically-disadvantaged young adults: A randomized controlled trial.Preventive medicine · 2022Trial
- Evaluating the Effectiveness of a Web-Based Program (POP4Teens) to Prevent Prescription Opioid Misuse Among Adolescents: Randomized Controlled Trial.JMIR public health and surveillance · 2021Trial
- Prevalence and correlates of a lifetime cannabis use disorder among pregnant former tobacco smokers.Addictive behaviors · 2016Trial
- Application of digital health technologies to substance use reduction among students in higher education institutions: A scoping review.F1000Research · 2025Article
- Technology-based substance use interventions for emerging adults and college students: A systematic review and meta-analysis.International journal of mental health and addiction · 2024Article
- Digital interventions targeting excessive substance use and substance use disorders: a comprehensive and systematic scoping review and bibliometric analysis.Frontiers in psychiatry · 2024Article
- Non-pharmacological interventions for smoking cessation: analysis of systematic reviews and meta-analyses.BMC medicine · 2023Review
- The effectiveness of tobacco cessation programs for university students: A systematic review and meta-analysis.Tobacco induced diseases · 2023Review
- Response to college students' mental health needs: a rapid review.Revista de saude publica · 2022Review
- Motivators for Cannabis Use among Young Adults in Outpatient Psychiatric Care: A Qualitative Study.Journal of drug issues · 2021Article
- Reducing drug-use harms among higher education students: MyUSE contextual-behaviour change digital intervention development using the Behaviour Change Wheel.Harm reduction journal · 2021Article
- Understanding the impact of the COVID-19 pandemic on stress, mood, and substance use among young adults in the greater Minneapolis-St. Paul area: Findings from project EAT.Social science & medicine (1982) · 2021Article
- Campus tobacco control policies and cessation interventions in college students: a commentary calling for research and action to address tobacco-related health disparities.Translational behavioral medicine · 2021Article
- Technology-Enhanced Health Promotion for College Students: A Seed Development Project.Nursing reports (Pavia, Italy) · 2021Article
- Gender Differences in Mental Health Disorder and Substance Abuse of Chinese International College Students During the COVID-19 Pandemic.Frontiers in psychiatry · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundUniversity students have high levels of tobacco and other drug use, yet they are unlikely to seek traditional care. Technology-based interventions are highly relevant to this population. This paper comprises a systematic review and meta-analysis of published randomized trials of technology-based interventions evaluated in a tertiary (university/college) setting for tobacco and other drug use (excluding alcohol). It extends previous reviews by using a broad definition of technology.
methodsPubMed, PsycInfo, and the Cochrane databases were searched using keywords, phrases, and MeSH terms. Retrieved abstracts (n = 627) were double screened and coded. Included studies met the following criteria: (1) the study was a randomized trial or a randomized controlled trial (RCT); (2) the sample was composed of students attending a tertiary (e.g., university, college) institution; (3) the intervention was either delivered by or accessed using a technological device or process (e.g., computer/internet, telephone, mobile short message services [SMS]); (4) the age range or mean of the sample was between 18 and 25 years; and (5) the intervention was designed to alter a drug use outcome relating to tobacco or other drugs (excluding alcohol).
resultsA total of 12 papers met inclusion criteria for the current review. The majority of included papers examined tobacco use (n = 9; 75%), two studies targeted marijuana use (17%); and one targeted stress, marijuana, alcohol, and tobacco use. A quantitative meta-analysis was conducted on the tobacco use studies using an abstinence outcome measure (n = 6), demonstrating that the interventions increased the rate of abstinence by 1.5 times that of controls (Risk Ratio [RR] = 1.54; 95% Confidence Interval [CI] = 1.20-1.98). Across all 12 studies, a total of 20 technology-based interventions were reviewed. A range of technology was employed in the interventions, including stand-alone computer programs (n = 10), internet (n = 5), telephone (n = 3), and mobile SMS (n = 2).
conclusionsAlthough technological interventions have the potential to reduce drug use in tertiary students, very few trials have been conducted, particularly for substances other than tobacco. However, the improvement shown in abstinence from tobacco use has the potential to impact substantially on morbidity and mortality.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.