{"id":"W3127336593","doi":"10.1007/s43678-020-00066-8","title":"Emergency physician risk assessment practices prior to prescribing opioids","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Queensway-Carleton Hospital; University of Ottawa","funders":"","keywords":"Medicine; Medical prescription; Risk assessment; Medical emergency; Family medicine; Nursing; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001073004,0.0002054644,0.0003246184,0.001292042,0.001943312,0.001350519,0.0005216567,0.0009999146,0.01034729],"category_scores_gemma":[0.0275061,0.0002998098,0.0004741372,0.0006006368,0.0001873683,0.001152328,0.0007671568,0.00230964,0.0009828887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001511589,"about_ca_system_score_gemma":0.003699622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02201085,"about_ca_topic_score_gemma":0.04585028,"domain_scores_codex":[0.9977646,0.000554456,0.0004249362,0.0001668645,0.0006687022,0.0004203871],"domain_scores_gemma":[0.9871744,0.004798797,0.00339325,0.0002724017,0.002339982,0.002021267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004578051,0.001162395,0.8477765,0.0004446207,0.0000976561,0.00373978,0.005018542,0.0003577973,0.0006379089,0.0006352083,0.0192167,0.1204551],"study_design_scores_gemma":[0.00004725336,0.000649342,0.9447228,0.002204161,0.00009681116,0.007768128,0.01534399,0.001243191,0.001005607,0.001159663,0.0256768,0.00008215708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.874455,0.006314292,0.002239657,0.02648081,0.0008534453,0.0006884396,0.00145607,0.0001684592,0.08734389],"genre_scores_gemma":[0.9847008,0.002986824,0.003813219,0.002698968,0.0003468616,0.0001532104,0.000437819,0.00002841352,0.004833899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02201085,"threshold_uncertainty_score":0.04376549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07826380800210829,"score_gpt":0.3899040854293929,"score_spread":0.3116402774272846,"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."}}