{"id":"W4381855104","doi":"10.1007/s10899-023-10231-0","title":"Are There Riskier Types of Gambling?","year":2023,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"Canadian Centre on Substance Use and Addiction; Alberta Gambling Research Institute, University of Calgary; Gambling Research Exchange Ontario","keywords":"Psychology; Harm; Gambling disorder; Association (psychology); Univariate; Sample (material); Social psychology; Psychiatry; Addiction; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007020559,0.0001958788,0.0006435447,0.0004925568,0.0001188914,0.0000186234,0.0002203848,0.00009750364,0.0001080132],"category_scores_gemma":[0.0003440424,0.0001415098,0.0002800171,0.0005938176,0.0001178017,0.00008875988,0.00007103824,0.0002733812,0.0001624221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004351838,"about_ca_system_score_gemma":0.00002689847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001933908,"about_ca_topic_score_gemma":0.00001260361,"domain_scores_codex":[0.9983394,0.00009958106,0.0006703517,0.0001778513,0.0004015724,0.0003112587],"domain_scores_gemma":[0.9976698,0.0003079809,0.00108583,0.0002489969,0.000618916,0.00006849574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000410133,0.0007014305,0.9377437,0.0001251284,0.004048463,0.001599435,0.009681434,0.0002409779,0.0006492225,0.0003502876,0.03383907,0.01061076],"study_design_scores_gemma":[0.00266237,0.0006433455,0.9692563,0.000575083,0.0007737178,0.0001238332,0.01835538,0.000006635855,0.001046784,0.001401463,0.0048952,0.0002599283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863911,0.009604163,0.00001331531,0.0005354608,0.002132126,0.00008423093,0.00001311048,0.00004839431,0.001178144],"genre_scores_gemma":[0.9959685,0.001030621,0.0001778204,0.00005581513,0.0002989029,0.000006182697,0.000001029615,0.00003311534,0.002428021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0315126,"threshold_uncertainty_score":0.5770601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2505946407796609,"score_gpt":0.481426534824675,"score_spread":0.230831894045014,"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."}}