{"id":"W4410196863","doi":"10.1016/j.hpb.2025.03.144","title":"Association between biliary culture results and incidence of pancreatic leak: a retrospective study","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Incidence (geometry); Retrospective cohort study; Internal medicine; Gastroenterology; Leak; Association (psychology); General surgery","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":[0.0008675057,0.00008017111,0.0004864142,0.00009947793,0.00006309788,0.000006551464,0.00005502384,0.0001195112,0.00001703],"category_scores_gemma":[0.002569074,0.00006121951,0.00003153527,0.0003143144,0.00006655182,0.00004014369,0.00006191308,0.0002292767,0.000007188252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000235139,"about_ca_system_score_gemma":0.000172697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003370966,"about_ca_topic_score_gemma":0.0001278459,"domain_scores_codex":[0.998925,0.0001377418,0.0002822998,0.0002136157,0.0002877268,0.0001535981],"domain_scores_gemma":[0.9990584,0.0003391425,0.0001138818,0.0002044474,0.0002296238,0.00005455619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002095915,0.0001565397,0.9928312,0.00006471782,0.0004071949,0.00001120466,0.001767552,6.160722e-8,0.000300965,0.00003386654,0.003403849,0.000813284],"study_design_scores_gemma":[0.002392383,0.0008569106,0.9940546,0.0001608183,0.0006946993,0.000001761001,0.001152243,0.0001277871,0.00007568131,0.0002371529,0.0002022602,0.00004366082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872051,0.0002536566,0.00009586872,0.0004770494,0.00002642734,0.0006560317,0.0000195356,0.00002096499,0.0112454],"genre_scores_gemma":[0.9794478,0.0001374777,0.0005857343,0.00005864586,0.00005509655,0.00002397356,0.00001039887,0.000004164247,0.01967676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008431353,"threshold_uncertainty_score":0.3075607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236916039509503,"score_gpt":0.3600014884756759,"score_spread":0.3363098845247255,"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."}}