{"id":"W4284674742","doi":"10.1080/14459795.2022.2088823","title":"Is the economic model of gambling dependent on problem gambling? Evidence from an online survey of regular sports bettors in Britain","year":2022,"lang":"en","type":"article","venue":"International Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Economic and Social Research Council","keywords":"Revenue; Gini coefficient; Consumption (sociology); Psychology; Index (typography); Cognitive reframing; Recreation; Economics; Actuarial science; Public economics; Inequality; Social psychology; Sociology; Accounting; Political science; Social science; Economic inequality; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001713334,0.0002739538,0.000510529,0.0004588571,0.0001453253,0.00002466153,0.0007259647,0.00006832236,0.0001862393],"category_scores_gemma":[0.0001892831,0.0002417739,0.0001482368,0.0002312827,0.0001312906,0.0001571532,0.0003282664,0.0003574625,0.000005760368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004725191,"about_ca_system_score_gemma":0.0001052091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203492,"about_ca_topic_score_gemma":0.002771014,"domain_scores_codex":[0.9969352,0.0003244136,0.0009796036,0.0006700042,0.0007956521,0.0002951334],"domain_scores_gemma":[0.9977266,0.0007533924,0.0005959783,0.0005715248,0.0003066537,0.00004586568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006839688,0.001099463,0.8646359,0.00001436099,0.0007202719,0.00003914329,0.01064822,0.117588,0.0003598967,0.0004597026,0.000217532,0.003533515],"study_design_scores_gemma":[0.002007077,0.0004896319,0.9722252,0.0004095008,0.0001579357,0.00000992947,0.005378886,0.01499993,0.001160804,0.00273146,0.0000477249,0.0003818854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99538,0.001315514,0.00005828953,0.0005642441,0.001118806,0.0003550128,0.001051152,0.00003018135,0.0001267782],"genre_scores_gemma":[0.9982372,0.0002186909,0.0005988449,0.000145796,0.00007586151,0.0001179689,0.0001556198,0.0000395461,0.0004104804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075893,"threshold_uncertainty_score":0.994544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3404281521424298,"score_gpt":0.4664258684559562,"score_spread":0.1259977163135264,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}