SynthesisAddiction (Abingdon, England)2021
A meta-analysis of problem gambling risk factors in the general adult population.
Synthesis in Addiction (Abingdon, England), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 103 papers, 3 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
103 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Why You Gamble Matters: A Systematic Review and Meta-analysis of the Association Between Gambling Motivation and Problem Gambling.Journal of gambling studies · 2025Pooled it
- Prevalence of Problem Gambling: A Meta-analysis of Recent Empirical Research (2016-2022).Journal of gambling studies · 2023Pooled it
- A meta-analysis of problem gambling risk factors in the general adult population.Addiction (Abingdon, England) · 2021Pooled it
- Problem Gambling and its Relation to Delayed Reward Discounting: A Secondary Analysis of a Randomized Controlled Trial.Journal of gambling studies · 2026Trial
- Balancing harm prevention and liberty preservation when implementing financial risk assessments for gambling in the United Kingdom: Insights from open banking data.Addiction (Abingdon, England) · 2026Article
- Online Casino Legalization and Onsite Casino Revenue: Evidence from Early Adopters in the United States.Journal of gambling studies · 2026Article
- Classification-Behavior Discordance and Problem Gambling: Differential Patterns for Fantasy Sports and Loot Boxes Among College Students.Journal of gambling studies · 2026Article
- Associations of neurodevelopmental traits and adverse childhood experiences with problem gambling: A nationwide cross-sectional study.PCN reports : psychiatry and clinical neurosciences · 2026Article
- Associations Between Gambling Motives and More Severe Gambling Disorder - Does Gender Matter?Journal of gambling studies · 2026Article
- Gambling Streams and Gambling Intentions: Testing via the Theory of Planned Behaviour.Journal of gambling studies · 2026Article
- "Would You Be Comfortable Telling Your Family How Much You Lost Gambling Today?": An Experimental Comparison of Self-Appraisal Gambling Harm Prevention Messages.Journal of gambling studies · 2026Article
- Predicting problem gambling among online sports and race bettors: Assessing the value of machine learning using behavioural and self-reported data.Journal of behavioral addictions · 2026Article
- Towards Stronger Gambling Regulation in Ghana: A Critical Frame Analysis of Ghana Gaming Act.Public health challenges · 2026Article
- Gambling help seeking and self-management in New Zealand and Australia: a cross-sectional survey with quota sampling of priority populations.Harm reduction journal · 2026Article
- Impulsivity, Cognitive Distortions, and Problem Gambling Among Spanish Adults Who Gamble: Exploring the Moderating Role of Gambling Self-Efficacy.European journal of investigation in health, psychology and education · 2026Article
- Prevalence and associated risk factors for social networking addiction among the young generation in Bangladesh.Discover mental health · 2026Article
- Gambling refusal self-efficacy and protective behavioral strategies mediate and moderate the relationships between impulsivity and gambling outcomes.Scientific reports · 2026Article
- Cultural adaptation of the lower-risk gambling guidelines: Reflections from the Finnish experience.Journal of behavioral addictions · 2026Article
- Deriving lower-risk gambling limits from data collected in four cross-sectional Finnish surveys.Journal of behavioral addictions · 2026Article
- Dark patterns in online gambling: A scoping review and classification of deceptive design practices.Journal of behavioral addictions · 2026Article
43 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
No grant is acknowledged in the PubMed record.
Abstract
BACKGROUND AND
aimsFew meta-analyses have been conducted to pool the most constant risk factors for problem gambling. The present meta-analysis summarizes effect sizes of the most frequently assessed problem gambling risk factors, ranks them according to effect size strength and identifies any differences in effects across genders.
methodA random-effects meta-analysis was conducted on jurisdiction-wide gambling prevalence surveys on the general adult population published until March 2019. One hundred and four studies were eligible for meta-analysis. The number of participants varied depending on the risk factor analyzed, and ranged from 5327 to 273 946 (52% female). Weighted mean odds ratios were calculated for 57 risk factors (socio-demographic, psychosocial, gambling activity and substance use correlates), allowing them to be ranked from largest to smallest with regard to their association with problem gambling.
resultsThe highest odds ratio (OR) was for internet gambling [OR = 7.59, 95% confidence interval (CI) = 5.24, 10.99, P < 0.000] and the lowest was for employment status (OR = 1.03, 95% CI = 0.87, 1.22, P = 0.718). The largest effect sizes were generally in the gambling activity category and the smallest were in the socio-demographic category. No differences were found across genders for age-associated risk.
conclusionsA meta-analysis of 104 studies of gambling prevalence indicated that the most frequently assessed problem gambling risk factors with the highest effect sizes are associated with continuous-play format gambling products.
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.