{"id":"W4282974464","doi":"10.1177/22925503221107220","title":"Postoperative Prophylactic Antibiotic Use in Breast Reduction Mammoplasty: A Single Centre Retrospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Antibiotics; Surgery; Augmentation Mammoplasty; Antibiotic prophylaxis; Regimen; Reduction Mammoplasty; Retrospective cohort study; Incidence (geometry); Breast augmentation; Breast cancer; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007138484,0.0002233959,0.0005557556,0.0005398504,0.0002057433,0.00005297545,0.0000412118,0.00005768499,0.002741829],"category_scores_gemma":[0.001958356,0.0002211659,0.0001479119,0.001176729,0.00005694171,0.000286262,0.0000912355,0.0005155608,0.00006279632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440756,"about_ca_system_score_gemma":0.0001409252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003389779,"about_ca_topic_score_gemma":0.00005079634,"domain_scores_codex":[0.9972715,0.0005794236,0.0005012485,0.0006067952,0.0006854364,0.0003555974],"domain_scores_gemma":[0.9972356,0.002015256,0.0001861435,0.000261344,0.0001692186,0.0001324444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001237575,0.004034273,0.9900078,0.0000219014,0.0001165391,0.0005157944,0.0002764231,0.0002248352,0.002425082,0.000008635248,0.000199128,0.0009320119],"study_design_scores_gemma":[0.001117987,0.0004401173,0.994764,0.00006398527,0.0001414445,0.001642703,0.001101575,0.0002155144,0.0002143257,0.00000702947,0.00008087396,0.000210449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952377,0.00001457528,0.0000255942,0.0001636822,0.003219224,0.001031055,0.00002772254,0.0001324506,0.0001479627],"genre_scores_gemma":[0.9992769,0.000001999592,0.00001456015,0.00002022996,0.0001116923,0.00006694771,0.00007949766,0.0000386318,0.0003895466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004756194,"threshold_uncertainty_score":0.9981698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872106433214111,"score_gpt":0.2395782288554905,"score_spread":0.2208571645233494,"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."}}