{"id":"W4402469424","doi":"10.31219/osf.io/wr938","title":"A longitudinal replication study testing migration from video game loot boxes to gambling in British Columbia, Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Replication (statistics); Video game; Advertising; Psychology; Computer science; Business; Statistics; Mathematics; Multimedia","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004043827,0.0008341129,0.0008909263,0.00142823,0.008386026,0.001796102,0.003183459,0.00123336,0.003308518],"category_scores_gemma":[0.006936578,0.0008635396,0.0009615829,0.003149557,0.001599952,0.0007635978,0.001488629,0.001971221,0.0009924982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03353409,"about_ca_system_score_gemma":0.04615419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944401,"about_ca_topic_score_gemma":0.9963439,"domain_scores_codex":[0.9975401,0.0004666324,0.000119423,0.0005332057,0.0005647464,0.0007759204],"domain_scores_gemma":[0.9905518,0.0005693394,0.0008728296,0.0008376345,0.005870731,0.001297545],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003717048,0.0004893149,0.9794618,0.00005989014,0.0001261175,0.0003576231,0.006634505,0.0001590396,0.0006249191,0.0002171345,0.003218569,0.008279354],"study_design_scores_gemma":[0.00005236454,0.0001586692,0.9915803,0.00005735854,0.00004634895,0.00006789121,0.00602724,0.0003491487,0.0001133964,0.00005054527,0.001470959,0.00002583023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952335,0.0002349707,0.0003725853,0.0002461052,0.0000293205,0.00036693,0.002254782,0.00001667123,0.001245148],"genre_scores_gemma":[0.9902733,0.000297156,0.0009945894,0.0003079141,0.00001124776,0.0005408747,0.003173167,0.00002016153,0.00438161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9959562,"threshold_uncertainty_score":0.2433079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1426272162876597,"score_gpt":0.388363502323148,"score_spread":0.2457362860354883,"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."}}