{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006053957,0.0001414734,0.0003866009,0.0001089756,0.000246967,0.00001352063,0.00006982293,0.00004459063,0.0002374478],"category_scores_gemma":[0.00009877852,0.0001031284,0.0001008651,0.0001581681,0.0001156896,0.0001192857,0.00007179358,0.0003419587,1.671911e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002462751,"about_ca_system_score_gemma":0.00007740325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009447651,"about_ca_topic_score_gemma":0.009276624,"domain_scores_codex":[0.9982967,0.0002620489,0.0005339301,0.0001188714,0.0006062132,0.0001822149],"domain_scores_gemma":[0.9988485,0.0002346758,0.0002085332,0.0001297214,0.0004674267,0.0001111717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005984229,0.001524818,0.9430279,0.00180688,0.0007634434,0.00008259434,0.01408791,0.000007873556,0.00006167844,0.0001326405,0.006374536,0.02614546],"study_design_scores_gemma":[0.002036805,0.005924904,0.9501654,0.0002050159,0.001741336,0.00008401879,0.0353468,0.000009189039,0.00131147,0.00007534905,0.002954375,0.0001453495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967989,0.001533944,0.000007942335,0.0006542001,0.0002701154,0.0003591239,0.00009259788,0.000004760312,0.0002784623],"genre_scores_gemma":[0.9990495,0.0005333531,0.00003748099,0.000170897,0.00008684366,0.00002961564,0.000001556615,0.00001369384,0.00007710357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02600011,"threshold_uncertainty_score":0.9971485,"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."}}