{"id":"W3174940758","doi":"10.5489/cuaj.7158","title":"Association between radical cystectomy prophylactic antimicrobial regimen and postoperative infection","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Cystectomy; Cefazolin; Regimen; Metronidazole; Surgery; Incidence (geometry); Antibiotic prophylaxis; Internal medicine; Bladder cancer; Antibiotics; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0004239051,0.0001275131,0.0002473427,0.0003591187,0.0004092295,0.0004856847,0.0003084924,0.0001703316,0.001813424],"category_scores_gemma":[0.002873767,0.0001141509,0.0002811749,0.0005959995,0.000290493,0.0002062838,0.000261209,0.0004269559,0.0001062974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006264929,"about_ca_system_score_gemma":0.001598093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009262655,"about_ca_topic_score_gemma":0.01642643,"domain_scores_codex":[0.9994387,0.00005681274,0.00008622455,0.00007601718,0.0002281136,0.0001140658],"domain_scores_gemma":[0.9965957,0.0005065142,0.002067008,0.0001213147,0.0003621869,0.0003471921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004634044,0.00001105005,0.9979275,0.00002125291,0.00002159392,0.00008987177,0.00001988627,0.00002683729,0.0001646902,0.000006872053,0.00005841924,0.001605721],"study_design_scores_gemma":[0.00000387195,0.0001042182,0.99778,0.00002795138,0.00002807521,0.001327619,0.0001179305,0.0001018955,0.0001668537,0.00001094997,0.0003265413,0.000004232477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980788,0.001035175,0.00009916772,0.00007163172,0.000008798756,0.00001002363,0.0002051132,0.00000446197,0.0004869192],"genre_scores_gemma":[0.9994013,0.0002669531,0.00008998887,0.00002564761,0.000008906222,0.000003804405,0.0001393443,0.000001313105,0.00006264963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009262655,"threshold_uncertainty_score":0.01841748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184885540275476,"score_gpt":0.2435605977752996,"score_spread":0.2317117423725449,"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."}}