{"id":"W4291972499","doi":"10.1097/ta.0000000000003765","title":"Diagnosis and management of bile leaks after severe liver injury: A Trauma Association of Canada multicenter study","year":2022,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Mining Association of Canada; Royal Alexandra Hospital; University of Alberta Hospital; University of Calgary; Vancouver General Hospital; Foothills Medical Centre; London Health Sciences Centre; Dalhousie University; University of Toronto; University of British Columbia; Hamilton General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Liver injury; Percutaneous; Retrospective cohort study; Demographics; Surgery; Bile leak; Internal medicine; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001351341,0.000461704,0.0004846719,0.001484399,0.002440383,0.001333665,0.001159304,0.0007214569,0.001558098],"category_scores_gemma":[0.003623888,0.0005529296,0.0006436012,0.004863176,0.0008009945,0.0006759072,0.001238144,0.0009166744,0.0002450749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270189,"about_ca_system_score_gemma":0.02033259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9027888,"about_ca_topic_score_gemma":0.9363012,"domain_scores_codex":[0.9983443,0.000213767,0.0001595302,0.0002814376,0.0005253772,0.0004756737],"domain_scores_gemma":[0.9926125,0.0002797498,0.00233376,0.0002479044,0.002782219,0.001743767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003511076,0.00002133649,0.9991276,0.00000720139,0.00002414275,0.00003710646,0.00008176553,0.00001465212,0.00002553884,0.00001132181,0.000208423,0.0004058735],"study_design_scores_gemma":[0.00001444487,0.0000353637,0.9987209,0.00002140454,0.00002104745,0.0001157181,0.0006338059,0.0001119016,0.00001599226,0.00001022179,0.0002928603,0.00000630186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963348,0.0004476744,0.0000650506,0.0003634687,0.00001213065,0.00005953756,0.001768959,0.000004138314,0.0009441814],"genre_scores_gemma":[0.9976035,0.0004404449,0.0001429651,0.0001498599,0.00001957799,0.00002709108,0.001366419,0.000003113539,0.0002469834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09721118,"threshold_uncertainty_score":0.1955673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188442616241086,"score_gpt":0.2831054634438218,"score_spread":0.2712210372814109,"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."}}