{"id":"W2941709897","doi":"10.1016/j.burns.2019.03.013","title":"A third of referrals are unnecessary: Critical review of burn outpatient clinic data","year":2019,"lang":"en","type":"article","venue":"Burns","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"","keywords":"Medicine; Referral; Emergency department; Total body surface area; Demographics; Emergency medicine; Outpatient clinic; Retrospective cohort study; Pediatrics; Medical emergency; Family medicine; Surgery; Internal medicine","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":[0.01349085,0.0004504788,0.0008475141,0.006511116,0.001438055,0.003748464,0.001785413,0.001468087,0.003901082],"category_scores_gemma":[0.1269669,0.0006247167,0.0007668893,0.004213504,0.000753691,0.002587304,0.001194414,0.002074986,0.001158017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00306722,"about_ca_system_score_gemma":0.007032237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471434,"about_ca_topic_score_gemma":0.04332021,"domain_scores_codex":[0.9768308,0.00759124,0.005848162,0.001167469,0.007170226,0.001391954],"domain_scores_gemma":[0.7963676,0.1033702,0.02759336,0.007068403,0.05748938,0.008111004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002703527,0.0002294325,0.5171069,0.003076964,0.0003225956,0.01189522,0.005117056,0.0003326934,0.001614086,0.002107985,0.2239812,0.2339455],"study_design_scores_gemma":[0.00009247092,0.000200784,0.6706182,0.01872382,0.0006767708,0.02204668,0.03400028,0.002582174,0.00199507,0.004410021,0.2444449,0.0002086961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4525471,0.1071592,0.009809341,0.3493956,0.01138113,0.001186855,0.00839087,0.00100389,0.05912606],"genre_scores_gemma":[0.867269,0.03732942,0.01426459,0.06658006,0.00649015,0.0003075392,0.003735616,0.0005790701,0.003444523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01471434,"threshold_uncertainty_score":0.07134724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455093987909208,"score_gpt":0.404229785674386,"score_spread":0.2587203868834652,"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."}}