{"id":"W3162369469","doi":"10.1177/2292550321995730","title":"Antibiotic Prophylaxis in Alloplastic Breast Reconstruction: Regimens and Outcomes","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada); University of Manitoba; McMaster University","funders":"","keywords":"Medicine; Antibiotics; Perioperative; Antibiotic prophylaxis; Incidence (geometry); Surgery; Odds ratio; Retrospective cohort study; Breast reconstruction; Demographics; Cohort; Implant; Internal medicine; Breast 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":[],"consensus_categories":[],"category_scores_codex":[0.000144259,0.0001662189,0.0004805847,0.0002733316,0.00005283853,0.00002762054,0.00001866903,0.0001307191,0.0001653071],"category_scores_gemma":[0.0006490106,0.0001401149,0.00008452516,0.000334146,0.0001293446,0.0001040969,0.00002708967,0.0002140926,0.00003857359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004691871,"about_ca_system_score_gemma":0.0002477113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002034343,"about_ca_topic_score_gemma":0.00003484657,"domain_scores_codex":[0.9988399,0.00005623335,0.0003475318,0.0003248675,0.0001611062,0.0002703369],"domain_scores_gemma":[0.996717,0.002832538,0.00007602201,0.000152367,0.00007610313,0.0001459231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078781,0.00007849084,0.8800789,0.0001560594,0.00006364365,0.0005467507,0.00002781755,0.000001862643,0.0005041288,0.00004651067,0.00009703558,0.118291],"study_design_scores_gemma":[0.0005640765,0.00002208106,0.7928354,0.0004023305,0.00005694595,0.2053283,0.0001496913,0.0001035677,0.0003129939,0.00003253678,0.00004580653,0.0001462704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947188,0.000214305,0.00004214745,0.0002807822,0.004344281,0.00007591798,0.00001539066,0.00005467737,0.0002537272],"genre_scores_gemma":[0.9992213,0.00003937687,0.0003388771,0.00001720848,0.0001739409,0.000003360352,0.00002455134,0.00001665083,0.0001647911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2047816,"threshold_uncertainty_score":0.5713719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521272003529749,"score_gpt":0.2275163357755251,"score_spread":0.2123036157402276,"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."}}