{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192715,0.0003367689,0.0006482704,0.001048087,0.0004855301,0.0008100804,0.0004445742,0.0006455554,0.001530065],"category_scores_gemma":[0.002577072,0.0005942553,0.0007494221,0.001645141,0.0004294423,0.0007845971,0.000481364,0.0005295579,0.0002352192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976453,"about_ca_system_score_gemma":0.0005009531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002462053,"about_ca_topic_score_gemma":0.002307937,"domain_scores_codex":[0.9987693,0.0003356618,0.0001968792,0.0002714781,0.0002785268,0.0001481047],"domain_scores_gemma":[0.9974418,0.0005552424,0.001300799,0.0002360106,0.0001677883,0.0002984019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000166004,0.00005322123,0.9989849,0.00001452923,0.00004448307,0.0001333027,0.00006128719,0.00001190335,0.0001183917,0.000005398055,0.00001916275,0.0003872928],"study_design_scores_gemma":[0.00002234432,0.0006377738,0.9974574,0.00001561417,0.00007977459,0.001092701,0.000363965,0.000134061,0.00006329452,0.00000932426,0.0001161442,0.000007554083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994405,0.0002615757,0.00005688565,0.00001115136,0.000004209338,0.00001775781,0.00009491722,0.000001361971,0.0001116475],"genre_scores_gemma":[0.9996098,0.0001461292,0.0000521664,0.00001580717,0.000008465613,0.00001704142,0.0001158975,0.000001296351,0.00003353283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002462053,"threshold_uncertainty_score":0.006307781,"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."}}