{"id":"W3162494822","doi":"10.5489/cuaj.7086","title":"Opioid prescription patterns among urologists as compiled from within Medicare","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Specialty; Medicine; Opioid; Family medicine; Medicare Part D; Prescription drug; Internal medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000875095,0.0001191226,0.0002306412,0.002660183,0.0004826203,0.0008078326,0.0003321952,0.0002736849,0.001208633],"category_scores_gemma":[0.003464102,0.0001819114,0.0002982685,0.00384592,0.0001963964,0.0003544044,0.0006063369,0.0002743608,0.0002052757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620925,"about_ca_system_score_gemma":0.001762448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1426211,"about_ca_topic_score_gemma":0.3162877,"domain_scores_codex":[0.99896,0.0001448281,0.0001803347,0.000190883,0.0003782055,0.0001457819],"domain_scores_gemma":[0.9955122,0.0004568624,0.002843222,0.0001198737,0.0007395115,0.0003283879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001685897,0.0000124613,0.997885,0.00001574671,0.0000269921,0.00001487629,0.0001263811,0.00003185771,0.00006531326,0.00001550842,0.0003340419,0.00145493],"study_design_scores_gemma":[0.000001895463,0.00001720149,0.9990745,0.00001792056,0.00001090359,0.00005882392,0.0002501811,0.00009494518,0.00005714604,0.000005118966,0.0004085791,0.000002788593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991234,0.0004216142,0.00008577734,0.0001527685,0.000005253126,0.00002696701,0.007007202,0.00001011397,0.001056368],"genre_scores_gemma":[0.9952502,0.0002395342,0.0002258258,0.000106697,0.00001253955,0.00002644454,0.003908217,0.000003612374,0.0002268476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1426211,"threshold_uncertainty_score":0.283582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061226778164653,"score_gpt":0.2327657779508542,"score_spread":0.2221535101692077,"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."}}