ReviewBMC public health2020
A framework for indirect elicitation of the public health impact of gambling problems.
Review in BMC public health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
What it found
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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
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Perception of Gamblers: A Systematic Review.Journal of gambling studies · 2021Pooled it
- When Others Are Present: How Gender and Group Identification Shape Risk-Taking in Novice Gamblers?Journal of gambling studies · 2026Article
- Measuring gambling harm in self-reported questionnaires: a scoping review.Harm reduction journal · 2026Article
- Demographic characteristics, gambling engagement, mental health, and associations with harmful gambling risk among UK Armed Forces serving personnel.BMJ military health · 2025Article
- Stigmatisation of gambling disorder in social media: a tailored deep learning approach for YouTube comments.Harm reduction journal · 2025Article
- Harm-to-self from gambling: A national study of Australian adults.Journal of behavioral addictions · 2024Article
- The association between health-related quality of life and problem gambling severity: a cross-sectional analysis of the Health Survey for England.BMC public health · 2024Article
- Towards a conceptual framework for the prevention of gambling-related harms: Findings from a scoping review.PloS one · 2024Article
- Social Connectedness and Associations with Gambling Risk in New Zealand.Journal of clinical medicine · 2022Article
- Benchmarking gambling screens to health-state utility: the PGSI and the SGHS estimate similar levels of population gambling-harm.BMC public health · 2022Article
- Online 8-week cognitive therapy for problem gamblers: The moderating effects of depression symptoms and perceived financial control.Journal of behavioral addictions · 2022Article
- The Evolution of Gambling-Related Harm Measurement: Lessons from the Last Decade.International journal of environmental research and public health · 2021Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Gambling problems are increasingly understood as a health-related condition, with harms from excessive time and money expenditure contributing to significant population morbidity. In many countries, the prevalence of gambling problems is known with some precision. However, the true severity of gambling problems in terms of their impact on health and wellbeing is the subject of ongoing debate. We firstly review recent research that has attempted to estimate harm from gambling, including studies that estimate disability weights using direct elicitation. Limitations of prior approaches are discussed, most notably potential inflation due to non-independent comorbidity with other substance use and mental health conditions, and potential biases in the subjective attribution of morbidity to gambling. An alternative indirect elicitation approach is outlined, and a conceptual framework for its application to gambling is provided. Significant risk factors for propensity to develop gambling problems are enumerated, and relative risks for comorbidities are calculated from recent meta-analyses and reviews. Indirect elicitation provides a promising alternative framework for assessing the causal link between gambling problems and morbidity. This approach requires implementation of propensity score matching to estimate the counterfactual, and demands high quality information of risk factors and comorbid conditions, in order to estimate the unique contribution of gambling problems. Gambling harm is best understood as a decrement to health utility. However, achieving consensus on the severity of gambling problems requires triangulation of results from multiple methodologies. Indirect elicitation with propensity score matching and accounting for comorbidities would provide an important step towards full integration of gambling within a public health paradigm.
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