{"id":"W4367601715","doi":"10.1097/ta.0000000000003990","title":"Current use and utility of magnetic resonance cholangiopancreatography, endoscopic retrograde cholangiopancreatography, and pancreatic duct stents: A secondary analysis from the Western Trauma Association multicenter trials group on pancreatic injuries","year":2023,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Magnetic resonance cholangiopancreatography; Medicine; Endoscopic retrograde cholangiopancreatography; Pancreatic duct; Radiology; Magnetic resonance imaging; Retrospective cohort study; Pancreas; Gastroenterology; Internal medicine; Pancreatitis","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":[0.002051171,0.0003656209,0.001380434,0.0004965017,0.0003835266,0.0001794806,0.000131729,0.0001665705,0.00003989152],"category_scores_gemma":[0.00192175,0.0002172698,0.0005600471,0.0009621919,0.0006474089,0.0004053204,0.00005429644,0.0007129994,0.000001125623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005100079,"about_ca_system_score_gemma":0.0000378709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009104748,"about_ca_topic_score_gemma":0.0002039669,"domain_scores_codex":[0.9961361,0.001306924,0.001189181,0.0003360214,0.0006508819,0.000380879],"domain_scores_gemma":[0.9949191,0.00350122,0.0004674758,0.0003795424,0.0005015357,0.0002310942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002091001,0.0001782288,0.9742389,0.0003328538,0.000863153,0.000006074128,0.002542111,1.544021e-7,0.0001765134,0.00005497926,0.0004023911,0.0191137],"study_design_scores_gemma":[0.002487417,0.002412776,0.9799896,0.0007110561,0.01023947,0.00002656413,0.00213959,0.00001899329,0.0006185572,0.0002783608,0.0009055461,0.0001720123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684047,0.02979478,0.00003759797,0.0005124637,0.0002524618,0.0005293338,0.0003959094,0.00003777071,0.00003502899],"genre_scores_gemma":[0.9878213,0.01154518,0.00007062311,0.0001613661,0.0002996988,0.00002250713,0.00003887281,0.00002648984,0.0000139123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0194167,"threshold_uncertainty_score":0.8860004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03553156794700332,"score_gpt":0.3288822595327974,"score_spread":0.2933506915857941,"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."}}