ArticleInternet interventions2014
Facebook Recruitment of Young Adult Smokers for a Cessation Trial: Methods, Metrics, and Lessons Learned.
Article in Internet interventions, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 121 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.
Social Media Intervention for Young Adult Smokers
A Facebook Intervention for Young Sexual and Gender Minority Smokers
An Extended Facebook Intervention for Young Sexual and Gender Minority Smokers
Who cites it
121 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Online Patient Recruitment in Clinical Trials: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2020Pooled it
- Social media recruitment for mental health research: A systematic review.Comprehensive psychiatry · 2020Pooled it
- Meta-Analysis of the Association of Alcohol-Related Social Media Use with Alcohol Consumption and Alcohol-Related Problems in Adolescents and Young Adults.Alcoholism, clinical and experimental research · 2018Pooled it
- Systematic review of social media interventions for smoking cessation.Addictive behaviors · 2017Pooled it
- The Use of Facebook in Recruiting Participants for Health Research Purposes: A Systematic Review.Journal of medical Internet research · 2017Pooled it
- Using Social Media to Recruit a Diverse Sample of Participants for a Mobile Health (mHealth) Intervention to Increase Physical Activity: Exploratory Study.JMIR mHealth and uHealth · 2025Trial
- Text message-delivered cannabis use disorder treatment with young adults: A large randomized clinical trial.Journal of substance use and addiction treatment · 2025Trial
- Using social media to recruit individuals for health-related research: Feasibility and lessons learned.Journal of health psychology · 2023Trial
- Comparing Social Media and In-Person Recruitment: Lessons Learned From Recruiting Substance-Using, Sexual and Gender Minority Adolescents and Young Adults for a Randomized Control Trial.JMIR public health and surveillance · 2021Trial
- A Facebook intervention to address cigarette smoking and heavy episodic drinking: A pilot randomized controlled trial.Journal of substance abuse treatment · 2021Trial
- Smoking cessation, metabolic risk behaviors, and stress management over time in a sample of young adult smokers.Translational behavioral medicine · 2021Trial
- Mobile Social Network-Based Smoking Cessation Intervention for Chinese Male Smokers: Pilot Randomized Controlled Trial.JMIR mHealth and uHealth · 2020Trial
- Trial
- Multiple Health Risk Behaviors in Young Adult Smokers: Stages of Change and Stability over Time.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2020Trial
- Clinical Trial Recruitment and Retention of College Students with Type 1 Diabetes via Social Media: An Implementation Case Study.Journal of diabetes science and technology · 2019Trial
- Smoking cessation intervention trial outcomes for sexual and gender minority young adults.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2019Trial
- Using Facebook for Large-Scale Online Randomized Clinical Trial Recruitment: Effective Advertising Strategies.Journal of medical Internet research · 2018Trial
- Trial
- Craigslist versus print newspaper advertising for recruiting research participants for alcohol studies: Cost and participant characteristics.Addictive behaviors · 2016Trial
- The Tobacco Status Project (TSP): Study protocol for a randomized controlled trial of a Facebook smoking cessation intervention for young adults.BMC public health · 2015Trial
61 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Further understanding is needed of the functionalities and efficiency of social media for health intervention research recruitment. Facebook was examined as a mechanism to recruit young adults for a smoking cessation intervention. An ad campaign targeting young adult smokers tested specific messaging based on market theory and successful strategies used to recruit smokers in previous clinical trials (i.e. informative, call to action, scarcity, social norms), previously successful ads, and general messaging. Images were selected to target smokers (e.g., lit cigarette), appeal to the target age, vary demographically, and vary graphically (cartoon, photo, logo). Facebook's Ads Manager was used over 7 weeks (6/10/13 - 7/29/13), targeted by age (18-25), location (U.S.), and language (English), and employed multiple ad types (newsfeed, standard, promoted posts, sponsored stories) and keywords. Ads linked to the online screening survey or study Facebook page. The 36 different ads generated 3,198,373 impressions, 5,895 unique clicks, at an overall cost of $2,024 ($0.34/click). Images of smoking and newsfeed ads had the greatest reach and clicks at the lowest cost. Of 5,895 unique clicks, 586 (10%) were study eligible and 230 (39%) consented. Advertising costs averaged $8.80 per eligible, consented participant. The final study sample (n=79) was largely Caucasian (77%) and male (69%), averaging 11 cigarettes/day (SD=8.3) and 2.7 years smoking (SD=0.7). Facebook is a useful, cost-effective recruitment source for young adult smokers. Ads posted via newsfeed posts were particularly successful, likely because they were viewable via mobile phone. Efforts to engage more ethnic minorities, young women, and smokers motivated to quit are needed.
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What OpenQuestion holds
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.