{"id":"W4280636150","doi":"10.1186/s12875-022-01722-x","title":"Opioid prescribing practices prior to elective foot and ankle surgery: a population-based evaluation using health administrative data from a tertiary hospital in Canada","year":2022,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Health Services","keywords":"Medicine; Opioid; Ankle; Medical prescription; Foot and ankle surgery; Orthopedic surgery; Population; Retrospective cohort study; Anesthesia; Surgery; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003473335,0.0001744226,0.0003448662,0.0001330508,0.0002110198,0.00002748182,0.00011358,0.00002352225,0.00004478515],"category_scores_gemma":[0.0004760243,0.000186643,0.00002708557,0.0002755988,0.000009536872,0.0002163874,0.0001980985,0.0001711627,3.092508e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007240091,"about_ca_system_score_gemma":0.02714252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8882784,"about_ca_topic_score_gemma":0.820493,"domain_scores_codex":[0.9977191,0.000410229,0.0003372708,0.0006122354,0.0006669572,0.0002542085],"domain_scores_gemma":[0.9984807,0.0004385386,0.0003438024,0.0004929207,0.0001048898,0.0001391205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000371088,0.0001851107,0.9901612,0.0001985089,0.00004681377,0.00002611923,0.003674479,0.0003838908,0.00004768017,4.645375e-7,0.0003219137,0.004582687],"study_design_scores_gemma":[0.001303771,0.0002885646,0.9772423,0.0001689779,0.0001280613,0.000003588121,0.01330135,0.007206869,0.00006179908,0.000006734742,0.0001127047,0.0001753038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912814,0.003599769,0.0000443878,0.001004101,0.0002059654,0.002626286,0.001189485,0.00002002377,0.00002855012],"genre_scores_gemma":[0.9851785,0.000007323245,0.003728586,0.0009695907,0.00004556494,0.0002609465,0.00978119,0.00002619275,0.00000210836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06778537,"threshold_uncertainty_score":0.9965709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0830056584849152,"score_gpt":0.3647093028530343,"score_spread":0.2817036443681191,"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."}}