ArticleAnnals of behavioral medicine : a publication of the Society of Behavioral Medicine2019
Similarities and Differences in Tobacco Control Research Findings From Convenience and Probability Samples.
Article in Annals of behavioral medicine : a publication of the Society of Behavioral Medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 116 papers, 1 of them a synthesis 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
116 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Identifying Healthcare Professionals With Lower Human Papillomavirus (HPV) Vaccine Recommendation Quality: A Systematic Review.The Journal of adolescent health : official publication of the Society for Adolescent Medicine · 2024Pooled it
- Designing Social Media Health Warnings for Teenagers and Young Adults: A Randomized Clinical Trial.JAMA health forum · 2026Trial
- Effect of food swap recommendations on the healthfulness and carbon footprint of grocery purchases in a naturalistic online store: A randomized parallel trial.PLoS medicine · 2026Trial
- Assessing the impact of a reduced chemical exposure claim in advertisements for US Food and Drug Administration-authorized e-cigarette products among youth and young adults.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026Trial
- Impact of Survey Item Wording and Response Options on Prevalence of Beliefs About Nicotine Causing Cancer: A Randomized Survey Experiment.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026Trial
- Nutrition Info and Other Front-of-Package Labels and Simulated Food and Beverage Purchases: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Online RCT of Added-Sugar Warning Labels and Spanish-English Label Education.American journal of preventive medicine · 2025Trial
- Ecolabels and the Healthfulness and Carbon Footprint of Restaurant Meal Selections: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Communicating Information Regarding IBD Remission to Patients: Evidence From a Survey of Adult Patients in the United States.Inflammatory bowel diseases · 2025Trial
- Front-of-Package Food Labels and Perceived Weight Stigmatization: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Optimising messages and images for e-cigarette warnings.Tobacco control · 2025Trial
- Perceived effectiveness of messages to address cervical cancer screening barriers: An online experiment.PloS one · 2025Trial
- Developing ecolabels to encourage sustainable eating in restaurants: A randomized experiment.PloS one · 2025Trial
- Countermarketing Versus Health Education Messages About Sugar-Sweetened Beverages: An Online Randomized Controlled Trial of US Adults.American journal of public health · 2024Trial
- "Warning: ultra-processed": an online experiment examining the impact of ultra-processed warning labels on consumers' product perceptions and behavioral intentions.The international journal of behavioral nutrition and physical activity · 2024Trial
- Does source matter? Examining the effects of health experts, friends, and social media influencers on young adult perceptions of Instagram e-cigarette education messages.Drug and alcohol dependence · 2024Trial
- Effects of Modified Risk Tobacco Product Claims on Consumer Responses.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2024Trial
- Natural Claims on Sugary Fruit Drinks: A Randomized Experiment With U.S. Parents.American journal of preventive medicine · 2023Trial
- Online RCT of Icon Added-Sugar Warning Labels for Restaurant Menus.American journal of preventive medicine · 2023Trial
- Effect of Financial Incentives and Default Options on Food Choices of Adults With Low Income in Online Retail Settings: A Randomized Clinical Trial.JAMA network open · 2023Trial
56 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
8 authors.
Funding
Abstract
backgroundOnline convenience samples are a quick and low-cost way to study health behavior, but the comparability to findings from probability samples is not yet well understood. PURPOSE: We sought to compare convenience and probability samples' findings for experiments, correlates, and prevalence in the context of tobacco control research.
methodsParticipants were a probability sample of 5,014 U.S. adults recruited by phone from September 2014 through May 2015 (cost ~U.S.$620,000) and an online convenience sample of 4,137 U.S. adults recruited through Amazon Mechanical Turk (MTurk) in December 2014 (cost ~U.S.$17,000). Participants completed a survey with experiments, measures of tobacco product use and demographic characteristics.
resultsMTurk convenience and probability samples showed the same pattern of statistical significance and direction in almost all experiments (21 of 24 analyses did not differ) and observational studies (19 of 25 associations did not differ). Demographic characteristics of the samples differed substantially (1 of 17 estimates did not differ), with the convenience sample being younger, having more years of education, and including more Whites and Asians. Tobacco product use also differed substantially (1 of 22 prevalence estimates did not differ), with the convenience sample reporting more cigarette and e-cigarette use (median error 19%).
conclusionsUsing MTurk convenience samples can yield generalizable findings for experiments and observational studies. Prevalence estimates from MTurk convenience samples are likely to be over- or underestimates.
Indexed as
Identifiers
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.