{"id":"W2279876962","doi":"10.1177/070674371405900405","title":"Predictors of Alcohol and Drug Dependence","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Psychology; Outreach; Neighbourhood (mathematics); Population; Public health; Substance dependence; Perception; Health care; Substance use; Gerontology; Demography; Medicine; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003072626,0.00006944103,0.0001789208,0.0001083386,0.00007483606,0.000008587877,0.0001019547,0.00003043227,0.00006035556],"category_scores_gemma":[0.00005034626,0.00004061836,0.00007066828,0.00008211341,0.0001111092,0.00004980875,0.000002766186,0.0001395539,0.000003002667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000316258,"about_ca_system_score_gemma":0.0007177777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254266,"about_ca_topic_score_gemma":0.194679,"domain_scores_codex":[0.9994364,0.0000313499,0.000209449,0.00005047081,0.0001424167,0.0001299617],"domain_scores_gemma":[0.9993044,0.00005031852,0.0001503845,0.000144244,0.00006854035,0.0002821839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003200922,0.0000075094,0.9921268,0.000009226417,0.00009458065,0.000007996751,0.0007810462,0.000001949667,0.00001252428,0.002260036,0.004165709,0.0005006309],"study_design_scores_gemma":[0.002445776,0.0002482302,0.9864203,0.0002749137,0.0004165737,0.0004918944,0.001114241,0.00001166133,0.0002745292,0.006317825,0.001900049,0.00008396574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861446,0.002472807,0.000008418449,0.008846841,0.0008210263,0.00006434922,0.000001062918,0.00000253919,0.001638347],"genre_scores_gemma":[0.9980927,0.00004286393,0.0007641484,0.0004820345,0.0003102116,3.758951e-7,3.917037e-7,0.000007930304,0.0002994004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1934247,"threshold_uncertainty_score":0.820016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122758555312053,"score_gpt":0.2438892710685661,"score_spread":0.2316134155373608,"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."}}