{"id":"W2124921888","doi":"10.1136/bmj.a2098","title":"Characteristics and outcomes of doctors in a substance dependence monitoring programme in Canada: prospective descriptive study","year":2008,"lang":"en","type":"article","venue":"BMJ","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Population; Prospective cohort study; Family medicine; Cohort; Substance use; Psychiatry; Environmental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001218825,0.0001397922,0.0004574646,0.00009685859,0.00002315803,0.00000305994,0.000048457,0.00002738614,0.000003809146],"category_scores_gemma":[0.0001253218,0.0001120433,0.00002166858,0.0002585345,0.00004274414,0.00008252993,0.0000132412,0.0001228192,5.206259e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007580169,"about_ca_system_score_gemma":0.0003940991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2229136,"about_ca_topic_score_gemma":0.8217387,"domain_scores_codex":[0.9989075,0.00002731532,0.0003493403,0.0002104682,0.0002638924,0.0002414753],"domain_scores_gemma":[0.9995326,0.00008961964,0.0001002068,0.0001541749,0.00006140103,0.00006201259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000181007,0.0002729254,0.9835613,0.00001122137,0.00004949974,0.001107288,0.01416214,3.477931e-7,0.00003091988,0.000005781651,0.000004313828,0.0006132551],"study_design_scores_gemma":[0.002743074,0.0001364461,0.9833939,0.00009219698,0.00002546769,0.00002172485,0.01292544,0.000007985275,0.0005502986,0.000006835368,0.000001145901,0.00009547825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981686,0.0002312394,0.000001027561,0.00006402712,0.0001158814,0.001333703,0.000001644073,0.0000120264,0.0000718868],"genre_scores_gemma":[0.9993819,0.00007654751,0.0002609423,0.00001044096,0.00002389967,0.000133967,0.000001112606,0.000010903,0.0001003025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5988251,"threshold_uncertainty_score":0.782261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05142512629368077,"score_gpt":0.2979590852173368,"score_spread":0.246533958923656,"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."}}