{"id":"W2623893414","doi":"10.1093/jac/dkx171","title":"Optimizing preoperative prophylaxis in patients with reported β-lactam allergy: a novel extension of antimicrobial stewardship","year":2017,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto East General Hospital; University Health Network","funders":"University of Toronto","keywords":"Medicine; Cefazolin; Perioperative; Antibiotic prophylaxis; Antimicrobial stewardship; Antibiotics; Adverse effect; Intensive care medicine; Allergy; Surgery; Pediatrics; Internal medicine; Antibiotic resistance; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001320144,0.0003193662,0.0003677362,0.0004368003,0.0002395964,0.0007229656,0.0003294566,0.0003237669,0.001309648],"category_scores_gemma":[0.006696989,0.0001384668,0.0003773139,0.0002669267,0.0003076509,0.000636725,0.0006513763,0.0005201971,0.0001202181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003611312,"about_ca_system_score_gemma":0.001568657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007109816,"about_ca_topic_score_gemma":0.001342153,"domain_scores_codex":[0.9991387,0.0004669122,0.00007407073,0.000101082,0.0001754215,0.00004378747],"domain_scores_gemma":[0.9964225,0.001955749,0.0008253854,0.0001767652,0.0002366563,0.0003829982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001036989,0.004208425,0.1958439,0.0004036003,0.0001725466,0.0002467704,0.0007123728,0.002993078,0.003339404,0.0008878328,0.00178652,0.7883686],"study_design_scores_gemma":[0.002118472,0.03594918,0.8141943,0.001654738,0.00114967,0.005053312,0.001856456,0.09615164,0.01421491,0.00684013,0.02063688,0.0001803329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503849,0.004783205,0.02856879,0.006991507,0.0001355961,0.0003478294,0.00006509678,0.0003821427,0.008341003],"genre_scores_gemma":[0.9728277,0.00105329,0.02522529,0.0004490362,0.0001097609,0.00006404136,0.00002637688,0.00000702083,0.0002374909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001320144,"threshold_uncertainty_score":0.006981671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103399708694057,"score_gpt":0.2744153922230276,"score_spread":0.253381395136087,"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."}}