{"id":"W3135371352","doi":"10.1007/s10899-021-10011-8","title":"A Multi-Method Investigation of Normative and Pathological Personality Across the Spectrum of Gambling Involvement","year":2021,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Christian Studies; University of Toronto; Centre for Addiction and Mental Health","funders":"Ontario Problem Gambling Research Centre","keywords":"Psychology; Facet (psychology); Neuroticism; Personality; Conscientiousness; Impulsivity; Personality disorders; Clinical psychology; Normative; Big Five personality traits; Psychopathy; Developmental psychology; Extraversion and introversion; Social psychology","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":[0.004984315,0.000474386,0.0005925455,0.00207813,0.001440055,0.0008784566,0.0005819835,0.0005135733,0.002331679],"category_scores_gemma":[0.007576118,0.0004904502,0.0005483953,0.0008947946,0.0006084137,0.000634043,0.001630214,0.0006775574,0.0003332953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006799016,"about_ca_system_score_gemma":0.000670624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484335,"about_ca_topic_score_gemma":0.01060682,"domain_scores_codex":[0.9972485,0.001444921,0.0002183017,0.0004406676,0.000482885,0.0001648067],"domain_scores_gemma":[0.9927773,0.003197746,0.0009666765,0.001341484,0.00132644,0.0003902956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004223991,0.003806437,0.9060987,0.0001515382,0.0004231373,0.000374301,0.009003531,0.0003493221,0.02103091,0.0008496262,0.0003786892,0.05330981],"study_design_scores_gemma":[0.0002207921,0.00275844,0.9868128,0.00003063736,0.0001458001,0.0008701438,0.003751368,0.001851705,0.002230224,0.0003820095,0.0009022533,0.00004388846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993501,0.00009198831,0.004547607,0.00001684695,0.00001838095,0.0005692201,0.0001172001,0.00001594203,0.001121794],"genre_scores_gemma":[0.9862431,0.00005549272,0.01094772,0.00003357731,0.000008834088,0.001033042,0.0001408307,0.00001647693,0.00152101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004984315,"threshold_uncertainty_score":0.02635992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.295390538654926,"score_gpt":0.4966908069515557,"score_spread":0.2013002682966297,"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."}}