{"id":"W4387670842","doi":"10.31234/osf.io/qsrux","title":"Impulse and reason? Justifications in problem gambling","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; GambleAware; Gambling Research Exchange Ontario","keywords":"Impulse (physics); Psychology; Impulse control; Economics; Law and economics; Positive economics; Business; Psychotherapist; Physics; Classical mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001685033,0.0001713079,0.0003230251,0.000886466,0.0004133813,0.0014835,0.0002490767,0.0007239325,0.002093772],"category_scores_gemma":[0.01428808,0.000255693,0.0002741432,0.0007357394,0.001926009,0.0009090447,0.000690428,0.001270354,0.0001069315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006078572,"about_ca_system_score_gemma":0.000704119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624914,"about_ca_topic_score_gemma":0.002589756,"domain_scores_codex":[0.9992238,0.0004121222,0.00004391616,0.00005032593,0.0001917619,0.00007793317],"domain_scores_gemma":[0.9922926,0.004203462,0.002469949,0.000244969,0.0002936666,0.0004952745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005718484,0.00130454,0.8879939,0.0002754217,0.0001243553,0.0005233253,0.0091152,0.0004556617,0.001138805,0.01095221,0.0008399995,0.08670469],"study_design_scores_gemma":[0.00004590462,0.0002203739,0.9680438,0.0001676085,0.00007292765,0.001080022,0.005999793,0.001076853,0.0001745654,0.0211854,0.001909978,0.00002284756],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943422,0.0009624988,0.0002916214,0.001170621,0.00001419644,0.00001202959,0.00001853983,0.000003405766,0.003184804],"genre_scores_gemma":[0.9990391,0.0003635402,0.000253944,0.00006952261,0.00001137951,0.000006120642,0.00001841418,0.000001500097,0.0002365082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002093772,"threshold_uncertainty_score":0.008911431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2597540538327731,"score_gpt":0.461651388871262,"score_spread":0.2018973350384889,"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."}}