{"id":"W4378364529","doi":"10.1016/j.jogc.2023.05.026","title":"Optimizing Cefazolin Prophylaxis in Obstetrical Patients with Reported Beta-Lactam Allergy Undergoing Cesarean Delivery","year":2023,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Cefazolin; Perioperative; Allergy; Anesthesia; Surgery; Antibiotics; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001438497,0.0001841158,0.0005285868,0.001078513,0.0001045349,0.00002050871,0.00009716158,0.0001636599,0.00001688163],"category_scores_gemma":[0.004073797,0.0001473283,0.00006733924,0.00181249,0.00005112197,0.0001519591,0.00005553416,0.000667668,0.000001318522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934825,"about_ca_system_score_gemma":0.002970082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005700184,"about_ca_topic_score_gemma":0.02684219,"domain_scores_codex":[0.9980045,0.00005611071,0.000721,0.0002337875,0.0005806233,0.0004040064],"domain_scores_gemma":[0.9959521,0.002490871,0.0005438755,0.0001755503,0.000500227,0.0003373809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004362936,0.0007137239,0.7449613,0.0001732731,0.001179339,0.04284146,0.0007060986,0.00462994,0.00007253244,0.00005491352,0.0006853036,0.2039385],"study_design_scores_gemma":[0.005012877,0.0004567827,0.9875762,0.00003849946,0.000113409,0.0001367878,0.001511543,0.000244997,0.00002945475,0.00001285998,0.004683203,0.0001834292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993779,0.0008183693,0.000005647388,0.0002867821,0.003330614,0.0002058074,0.000007317098,0.00001503676,0.001551398],"genre_scores_gemma":[0.9988993,0.0002120335,0.000562413,0.0001117987,0.00002608815,0.000002941143,0.0000162942,0.00002763136,0.0001414329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426149,"threshold_uncertainty_score":0.9909154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709720426148239,"score_gpt":0.2285982039300552,"score_spread":0.2115009996685728,"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."}}