SynthesisSports medicine (Auckland, N.Z.)2021
Doping Prevalence in Competitive Sport: Evidence Synthesis with "Best Practice" Recommendations and Reporting Guidelines from the WADA Working Group on Doping Prevalence.
Synthesis in Sports medicine (Auckland, N.Z.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 2 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
32 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Doping Prevalence in Sport from Indirect Estimation Models: A Systematic Review and Meta-analysis.Sports medicine - open · 2026Pooled it
- Efficient Ways to Combat Doping in a Sports Education Context!? A Systematic Review on Doping Prevention Measures Focusing on Young Age Groups.Frontiers in sports and active living · 2021Pooled it
- Charting the Scientific Landscape of Indirect Estimation Models in Doping Prevalence Research: A Bibliometric Analysis with Narrative Appraisal.Sports (Basel, Switzerland) · 2026Review
- Performance-enhancing drug use in sports: a Bayesian variable selection and profile regression approach to identifying risk factors and estimating prevalence.Substance abuse treatment, prevention, and policy · 2026Article
- When they don't come around: how athletes and DCOs perceive the legitimacy of a remote sampling system in anti-doping testing.Frontiers in sports and active living · 2026Article
- The influence of self-esteem and self-efficacy on doping susceptibility and intention in amateur athletes and exercisers.Frontiers in sports and active living · 2026Article
- Latent Motivation Profiles and Doping in Sport and Exercise: An Integrative Approach Based on Achievement Goal and Self-Determination Theories.Scandinavian journal of medicine & science in sports · 2025Article
- Perceived motivational climate, doping attitudes, and doping temptation among elite adolescent athletes: The moderating role of perfectionism.European journal of sport science · 2025Article
- The impact of sample retention and further analysis on doping behavior and detection: evidence from agent-based simulations.Frontiers in sports and active living · 2025Article
- Use of Sport Supplements and Doping Substances by Athletes: Prevalence and Relationships.Journal of clinical medicine · 2024Article
- Drugs, sex, and enhancement: Threats to sports integrity at the Olympics.Innovation (Cambridge (Mass.)) · 2024Article
- Doping Prevalence among U.S. Elite Athletes Subject to Drug Testing under the World Anti-Doping Code.Sports medicine - open · 2024Article
- Perceived Coach-Created Empowering and Disempowering Climate Effects on Athletes' Intentions to Use Doping: The Mediational Role of Self-Regulatory Efficacy and Attitudes towards Doping.Sports (Basel, Switzerland) · 2024Article
- Exploring the scope and applications of anti-doping measures in ultramarathon: an analysis of the positions of ultramarathon race organizers.Frontiers in sports and active living · 2024Article
- How often do you cheat? Dispositional influences and intrapersonal stability of dishonest behavior.Frontiers in psychology · 2024Article
- Qualitative analysis of the factors associated with whistleblowing intentions among athletes from six European countries.Frontiers in sports and active living · 2024Article
- Profile of gym-goers who do not use performance-enhancement substances.Frontiers in psychology · 2024Article
- The purpose and effectiveness of doping testing in sport.Frontiers in sports and active living · 2024Article
- Fighting fair: community perspectives on the fairness of performance enhancement in esports.Frontiers in sports and active living · 2024Article
- The impact of image and performance enhancing drugs on atrial structure and function in resistance trained individuals.Echo research and practice · 2023Article
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe prevalence of doping in competitive sport, and the methods for assessing prevalence, remain poorly understood. This reduces the ability of researchers, governments, and sporting organizations to determine the extent of doping behavior and the impacts of anti-doping strategies.
objectivesThe primary aim of this subject-wide systematic review was to collate and synthesize evidence on doping prevalence from published scientific papers. Secondary aims involved reviewing the reporting accuracy and data quality as evidence for doping behavior to (1) develop quality and bias assessment criteria to facilitate future systematic reviews; and (2) establish recommendations for reporting future research on doping behavior in competitive sports to facilitate better meta-analyses of doping behavior.
methodsThe Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were used to identify relevant studies. Articles were included if they contained information on doping prevalence of any kind in competitive sport, regardless of the methodology and without time limit. Through an iterative process, we simultaneously developed a set of assessment criteria; and used these to assess the studies for data quality on doping prevalence, potential bias and reporting.
resultsOne-hundred and five studies, published between 1975 and 2019,were included. Doping prevalence rates in competitive sport ranged from 0 to 73% for doping behavior with most falling under 5%. To determine prevalence, 89 studies used self-reported survey data (SRP) and 17 used sample analysis data (SAP) to produce evidence for doping prevalence (one study used both SRP and SAP). In total, studies reporting athletes totaled 102,515 participants, (72.8% men and 27.2% women). Studies surveyed athletes in 35 countries with 26 involving athletes in the United States, while 12 studies examined an international population. Studies also surveyed athletes from most international sport federations and major professional sports and examined international, national, and sub-elite level athletes, including youth, masters, amateur, club, and university level athletes. However, inconsistencies in data reporting prevented meta-analysis for sport, gender, region, or competition level. Qualitative syntheses were possible and provided for study type, gender, and geographical region. The quality assessment of prevalence evidence in the studies identified 20 as "High", 60 as "Moderate", and 25 as "Low." Of the 89 studies using SRP, 17 rated as "High", 52 rated as "Moderate", and 20 rated as "Low." Of the 17 studies using SAP, 3 rated as "High", 9 rated as "Moderate", and 5 rated as "Low." Examining ratings by year suggests that both the quality and quantity of the evidence for doping prevalence in published studies are increasing.
conclusionsCurrent knowledge about doping prevalence in competitive sport relies upon weak and disparate evidence. To address this, we offer a comprehensive set of assessment criteria for studies examining doping behavior data as evidence for doping prevalence. To facilitate future evidence syntheses and meta-analyses, we also put forward "best practice" recommendations and reporting guidelines that will improve evidence quality.
Indexed as
Identifiers
33900578What 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.