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The Need for Benchmarks to Advance AI-Enabled Player Risk Detection in Gambling

Kasra Ghaharian1, Simo Dragicevic2, Chris Percy2

  • 1International Gaming Institute, University of Nevada, Las Vegas, NV, USA. kasra.ghaharian@unlv.edu.

Journal of Gambling Studies
|February 18, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Artificial intelligenceBenchmark datasetsMachine learningPreventionProblem gamblingResponsible gambling

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Bias

Bias refers to any tendency that prevents a question from being considered unprejudiced. In research, bias occurs when one outcome or answer is selected or encouraged over others in sampling or testing. Bias can occur during any research phase, including study design, data collection, analysis, and publication.
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
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