{"id":"W4381251005","doi":"10.1556/2006.2023.00030","title":"Who makes in-play bets? Investigating the demographics, psychological characteristics, and gambling-related harms of in-play sports bettors","year":2023,"lang":"en","type":"article","venue":"Journal of Behavioral Addictions","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; York University; Royal Ottawa Mental Health Centre; Toronto Metropolitan University","funders":"Gambling Research Exchange Ontario","keywords":"Psychology; Event (particle physics); Scope (computer science); Social psychology; Advertising; Applied psychology; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001175924,0.0001789445,0.0003017609,0.001023097,0.0009672955,0.001113244,0.0005770158,0.0006236305,0.002332314],"category_scores_gemma":[0.004802393,0.0002362824,0.0003266973,0.0009168792,0.0006058054,0.0006345184,0.000607191,0.0009140443,0.000239126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008559732,"about_ca_system_score_gemma":0.0009603958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06457119,"about_ca_topic_score_gemma":0.1843515,"domain_scores_codex":[0.9994821,0.000100526,0.00004959141,0.00006267806,0.0001721569,0.0001330049],"domain_scores_gemma":[0.9959812,0.0004429314,0.002415026,0.00008965338,0.0003733267,0.0006979154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000179388,0.00005081172,0.9983143,0.00001106748,0.00001375967,0.0000318376,0.0003812011,0.000005977307,0.00003777785,0.00001183455,0.00007099552,0.001052528],"study_design_scores_gemma":[0.000001486465,0.00002771595,0.9980111,0.00001394309,0.00001024499,0.00007275835,0.001644726,0.00004985324,0.0000136455,0.00001659083,0.0001361422,0.00000199788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992131,0.0001130718,0.00002172921,0.00009160815,0.000004507657,0.00001154301,0.00009329121,5.991678e-7,0.0004504606],"genre_scores_gemma":[0.999161,0.0001950342,0.000062174,0.00007478874,0.000006370394,0.0000107176,0.0001823284,9.363439e-7,0.0003067251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06457119,"threshold_uncertainty_score":0.1283907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045536834119048,"score_gpt":0.4037774350244255,"score_spread":0.2992237516125207,"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."}}