{"id":"W4380576748","doi":"10.1097/sla.0000000000005955","title":"Association Between Biliary Pathogens, Surgical Site Infection, and Pancreatic Fistula","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Ottawa","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Surgical site infection; Pancreatic fistula; Biliary Tract Surgical Procedures; Fistula; Biliary fistula; General surgery; Gastroenterology; Internal medicine; Surgery; Biliary tract; Pancreas","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":[0.002003629,0.0001132899,0.0004616154,0.0003308131,0.00006421116,0.00001322255,0.00001435217,0.0001654864,0.0003986731],"category_scores_gemma":[0.0008836541,0.0001050898,0.0002566237,0.0008059942,0.00003563778,0.0001251637,0.00003411199,0.0001308794,0.0001346917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002818843,"about_ca_system_score_gemma":0.00003613736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483771,"about_ca_topic_score_gemma":0.000003941475,"domain_scores_codex":[0.9985464,0.0001905448,0.000466085,0.0002114021,0.0003436047,0.0002419517],"domain_scores_gemma":[0.9972644,0.002005366,0.000218891,0.0001453008,0.0002298048,0.0001361656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003980217,0.00005527969,0.9745493,0.0001175272,0.000180925,0.00004300777,0.00002328667,0.00000164213,0.0004455532,0.000009745067,0.005798293,0.01873567],"study_design_scores_gemma":[0.0002453956,0.00004144152,0.9708206,0.0001336625,0.0001197922,0.00002225037,0.000005074859,0.00001950352,0.001665733,0.0003027684,0.02652873,0.00009506342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99668,0.0001911157,0.0000125791,0.002031657,0.0001405491,0.0001451576,0.00003226148,0.0001798869,0.0005867522],"genre_scores_gemma":[0.9952393,0.002699478,0.000007696916,0.000128059,0.0002483718,0.00001414369,0.0002382077,0.00001669823,0.001408023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02073043,"threshold_uncertainty_score":0.4365191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281410547311998,"score_gpt":0.3488760672349541,"score_spread":0.2207350125037543,"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."}}