{"id":"W1518717459","doi":"","title":"Population assessment of problem gambling : utility and best practices","year":2012,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"University of Lethbridge","keywords":"Population; Psychology; Sociology; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00195721,0.0001966596,0.0004298232,0.0001860658,0.0002991243,0.00006998374,0.0005069867,0.0002047724,0.0005340031],"category_scores_gemma":[0.00007034628,0.000228852,0.0000934723,0.0002879579,0.000141606,0.002084392,0.0003584438,0.0004233026,0.00003793986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007320515,"about_ca_system_score_gemma":0.00005541867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207345,"about_ca_topic_score_gemma":0.000199782,"domain_scores_codex":[0.9980774,0.0005023092,0.0002773574,0.0004202915,0.0003522393,0.0003704031],"domain_scores_gemma":[0.9980067,0.0001838102,0.0009159709,0.0005193254,0.0001762027,0.0001979699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001461534,0.001169207,0.9764093,0.00006663764,0.0001364279,0.00001245209,0.001563512,9.743678e-7,0.001000035,0.002337573,0.00007864764,0.01707905],"study_design_scores_gemma":[0.001582705,0.0002020399,0.9935455,0.00009159798,0.0003194016,0.00001826864,0.002226144,0.00001031934,0.0001643011,0.0001150822,0.001533595,0.0001910794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796298,0.0002080868,0.0002032779,0.0002979908,0.0002341392,0.000629391,0.00005059925,0.00002446755,0.0187223],"genre_scores_gemma":[0.9861584,0.00002883093,0.01208478,0.0000230636,0.00002590979,0.000002208673,0.00006496312,0.0000182819,0.001593516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01713614,"threshold_uncertainty_score":0.9945052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2928476771160122,"score_gpt":0.4640538102678488,"score_spread":0.1712061331518366,"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."}}