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Record W4416827042 · doi:10.30958/ajspo.12-4-2

A Historical Overview of Legalized Sports Gambling in Canada

2025· article· W4416827042 on OpenAlex
Bryson Boddy, W. James Weese

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAthens Journal of Sports · 2025
Typearticle
Language
FieldPsychology
TopicGambling Behavior and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsLeagueRevenueAthletesFootballPublic opinionMental health

Abstract

fetched live from OpenAlex

Although gambling on sporting events has been a practice since ancient times, government-regulated single-event sports betting is a relatively new phenomenon in Canada. While strictly prohibited and generally considered unthinkable in earlier times, gambling in professional sports is omnipresent today (e.g., sponsorships, broadcasts), and it generates vast sources of revenue for teams, their respective leagues and provincial and federal governments through taxation revenues. The authors of this paper do not advocate for legalized sport gambling in Canada, but more accurately endeavour to explore the seismic shift and historic growth of legalized sports gambling in the country. In addition to chronicling the economic benefits that the practice has brought to the sports industry, the gambling establishments, and the federal and provincial governments, the authors document the negative elements associated with legalized sports gambling (e.g., addictions, financial hardships, and mental and physical health impacts). Regardless of one’s opinion on the appropriateness of legalized sports gambling in Canada, the practice appears to be deeply embedded in society and is destined to continue. Keywords: sports gambling, Canada, history, legislation

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.434
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.111
GPT teacher head0.386
Teacher spread0.275 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it