{"id":"W2953314893","doi":"10.1186/s40463-019-0352-9","title":"Opioid prescribing practices following elective surgery in Otolaryngology-Head & Neck Surgery","year":2019,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Tonsillectomy; Otorhinolaryngology; Codeine; Medical prescription; Population; Opioid; Morphine; General surgery; Anesthesia; Family medicine; Surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003174502,0.0006786463,0.003301293,0.002034449,0.0001864838,0.00007787829,0.0001882979,0.0006630304,0.0002111028],"category_scores_gemma":[0.003679417,0.0005986237,0.001279478,0.0008965239,0.0001517459,0.001287233,0.0001307557,0.001548485,0.0001000813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085844,"about_ca_system_score_gemma":0.001814175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004440623,"about_ca_topic_score_gemma":0.0002138199,"domain_scores_codex":[0.9941611,0.0008349429,0.002253248,0.0008203629,0.0006786475,0.001251676],"domain_scores_gemma":[0.988255,0.008053551,0.002222761,0.0006353639,0.0003311002,0.0005021715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002266137,0.00128131,0.9827734,0.0006317209,0.0008853797,0.003268409,0.0007666253,0.000004923546,0.00359786,0.00001404097,0.003682131,0.0008280508],"study_design_scores_gemma":[0.002119259,0.0003964077,0.9826674,0.002513708,0.0003757714,0.004185395,0.0001666979,0.00003258905,0.0006213408,0.000127307,0.006294668,0.0004994629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808244,0.01307153,0.000009658195,0.002139558,0.002668643,0.0008073252,0.000007474171,0.00006621226,0.000405165],"genre_scores_gemma":[0.9935009,0.003837301,0.0005702542,0.001192644,0.0004229915,0.00004665663,0.00006683453,0.0001083419,0.0002540297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267651,"threshold_uncertainty_score":0.9996465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407587411976342,"score_gpt":0.3053296374636045,"score_spread":0.2712537633438411,"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."}}