{"id":"W2800807408","doi":"10.1016/j.surg.2018.03.004","title":"De-labeling of β-lactam allergy reduces intraoperative time and optimizes choice in antibiotic prophylaxis","year":2018,"lang":"en","type":"article","venue":"Surgery","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; McGill University; McGill University Health Centre","funders":"McGill University Health Centre","keywords":"Medicine; Penicillin; Antibiotics; Lactam; Allergy; Antibiotic prophylaxis; Anesthesia; Surgery; Intensive care medicine; Immunology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004228353,0.0003536438,0.0003040626,0.0002745847,0.0001830012,0.0003824177,0.0002224111,0.0003730626,0.002351531],"category_scores_gemma":[0.001457312,0.0001283616,0.0002372138,0.0001911477,0.000222466,0.0004505883,0.0002537733,0.0006462883,0.0008257499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001975109,"about_ca_system_score_gemma":0.0002983428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003256183,"about_ca_topic_score_gemma":0.0005748199,"domain_scores_codex":[0.9996248,0.0001197209,0.00002908746,0.00007230688,0.0001039475,0.00005014808],"domain_scores_gemma":[0.9991627,0.0002129793,0.0003047496,0.0001157878,0.0001455958,0.00005818533],"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":[0.00156709,0.0004817073,0.007382908,0.0002209206,0.00003802427,0.0002723677,0.00007124583,0.0003874169,0.8883481,0.0007443603,0.001325967,0.09915993],"study_design_scores_gemma":[0.00008590953,0.001952274,0.01255597,0.00009426143,0.00009573871,0.00207253,0.00009872523,0.003015977,0.9509937,0.0005823403,0.02842228,0.00003020365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249191,0.01001869,0.04885968,0.001413586,0.000420935,0.0001781662,0.0003796982,0.0006029058,0.01320729],"genre_scores_gemma":[0.9589155,0.003302544,0.03004089,0.001196167,0.0001260704,0.00006288696,0.0004938489,0.0001652984,0.005696878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002351531,"threshold_uncertainty_score":0.007866621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908327604623793,"score_gpt":0.2767995989724091,"score_spread":0.2577163229261712,"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."}}