{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004086257,0.0003155038,0.0009287708,0.0004035719,0.0001725107,0.00007283845,0.0002732822,0.0002050952,0.00001423422],"category_scores_gemma":[0.0002027817,0.0002380276,0.0002565031,0.0002002056,0.0002268081,0.0006054023,0.0000497572,0.000653201,0.000002072219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165756,"about_ca_system_score_gemma":0.0005495348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008909968,"about_ca_topic_score_gemma":0.0000248539,"domain_scores_codex":[0.9978228,0.00004249322,0.001007617,0.0003293359,0.0004602775,0.00033752],"domain_scores_gemma":[0.9960176,0.0000347986,0.00204154,0.0006411341,0.001110711,0.0001541839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003048254,0.003145662,0.02527413,0.0001022849,0.0006426271,0.0001547535,0.00131335,0.0002474693,0.9624271,0.000004255836,0.0002676393,0.003372427],"study_design_scores_gemma":[0.02727732,0.0012081,0.5492472,0.002512848,0.0001546054,0.0006484321,0.0001483092,0.0000542275,0.4173379,0.000002419401,0.0009920286,0.0004165759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969608,0.00001044442,0.0002917186,0.001059645,0.0003390318,0.0006108716,0.000014603,0.00001616053,0.0006966803],"genre_scores_gemma":[0.9853376,0.00008473385,0.01387195,0.00030706,0.000178576,0.000001259329,0.000009854053,0.0000692797,0.0001397273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5450892,"threshold_uncertainty_score":0.9706482,"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."}}