{"id":"W2947564188","doi":"10.1200/jco.2019.37.15_suppl.6530","title":"Association of providers’ prescribing patterns with postsurgical opioid use among cancer patients undergoing curative-intent surgery.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Opioid; Medical prescription; Logistic regression; Cancer surgery; Population; Morphine; Internal medicine; Anesthesia; Cancer; Surgery; Pharmacology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003432648,0.0001295976,0.0001353907,0.0005767975,0.0004000261,0.0004381677,0.000322873,0.0002886282,0.001541169],"category_scores_gemma":[0.001834043,0.0002175733,0.0002842159,0.0009677568,0.0002768702,0.0002163651,0.0003852289,0.0005560258,0.0001430373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638055,"about_ca_system_score_gemma":0.002088905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2285255,"about_ca_topic_score_gemma":0.3781381,"domain_scores_codex":[0.9995788,0.00005286109,0.00004981094,0.00005950183,0.0001571712,0.0001018593],"domain_scores_gemma":[0.9976861,0.0002458896,0.001325406,0.00005787284,0.000268644,0.0004160177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001447397,0.000008266143,0.9995422,0.000003095184,0.000007647287,0.00001674752,0.00003029327,0.000009224442,0.00004144969,0.000002089884,0.0000424186,0.0002820721],"study_design_scores_gemma":[0.00000150995,0.00002035326,0.9995878,0.00000334678,0.000004800281,0.00006578515,0.0001639435,0.00008846992,0.00001432019,0.000002111758,0.00004635349,0.00000119352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992323,0.0001381352,0.00002150693,0.0000631617,0.000002346314,0.000007378032,0.0003137066,0.000001983775,0.0002195272],"genre_scores_gemma":[0.9996095,0.00005586105,0.00003757013,0.00001930357,0.000002628782,0.000003026119,0.0001925179,6.649936e-7,0.00007886496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2285255,"threshold_uncertainty_score":0.4543907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0801336874473683,"score_gpt":0.3850911342438472,"score_spread":0.3049574467964788,"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."}}