{"id":"W3123606382","doi":"10.4309/jgi.2021.46.15","title":"The Case for Uniform Loot Box Regulation: A New Classification Typology and Reform Agenda","year":2021,"lang":"en","type":"article","venue":"Journal of Gambling Issues","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Typology; Legislature; Database transaction; Political science; Humanities; Business; Advertising; Sociology; Art; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004227583,0.0001024299,0.0001893764,0.00008569339,0.0002485446,0.00008805186,0.00008602259,0.0001039991,0.00008718148],"category_scores_gemma":[0.00009284858,0.00006880864,0.00009271577,0.0001300147,0.00005431003,0.0001080653,0.0000184859,0.000142084,0.000008912446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007913083,"about_ca_system_score_gemma":0.00008940175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295425,"about_ca_topic_score_gemma":0.0001921866,"domain_scores_codex":[0.9990999,0.00005830571,0.0004072448,0.000140111,0.0001109316,0.0001835532],"domain_scores_gemma":[0.9988851,0.0001528106,0.0003284707,0.0002264312,0.0003214755,0.0000857118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002983503,0.001322346,0.03920526,0.0001164226,0.00210895,0.01174649,0.02472617,0.00002963511,0.008815758,0.1448866,0.06143337,0.7026255],"study_design_scores_gemma":[0.01209072,0.002640561,0.2214755,0.0002290788,0.001477794,0.0731499,0.04398456,0.000243685,0.008259525,0.02638528,0.609394,0.0006693731],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777821,0.007039514,0.00107841,0.00980178,0.001613774,0.0001667388,0.000006700187,0.00002074096,0.002490278],"genre_scores_gemma":[0.9849089,0.0002859767,0.003836338,0.00006861391,0.0004905282,0.000005230005,0.000007292287,0.00001744484,0.01037966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7019561,"threshold_uncertainty_score":0.2805935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3648608580901518,"score_gpt":0.4757565584146428,"score_spread":0.110895700324491,"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."}}