{"id":"W4389165559","doi":"10.1016/j.diii.2023.11.002","title":"Imaging of hepato-pancreato-biliary emergencies in patients with cancer","year":2023,"lang":"en","type":"review","venue":"Diagnostic and Interventional Imaging","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cancer; Gallbladder cancer; Liver cancer; Cholecystitis; Pancreatic cancer; Radiology; Magnetic resonance imaging; Disease; Intensive care medicine; Gallbladder; Surgery; Internal medicine","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":[0.0003635449,0.000295321,0.001610999,0.0004795692,0.00004850597,0.00001439913,0.0001166307,0.00007085784,0.0004189517],"category_scores_gemma":[0.0008505759,0.0002160466,0.0002890291,0.0003674077,0.0002758458,0.0001056542,0.000146459,0.0003596776,0.00002292421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463748,"about_ca_system_score_gemma":0.0003669518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005809385,"about_ca_topic_score_gemma":0.00004341108,"domain_scores_codex":[0.9979553,0.0001191289,0.0008090921,0.0003995796,0.0003758522,0.0003411103],"domain_scores_gemma":[0.9980718,0.00112065,0.0002767681,0.0001996421,0.0002114041,0.0001196735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003035551,0.000272484,0.8191613,0.01294602,0.0002891865,0.00007576298,0.00003494368,1.059518e-7,3.263651e-8,0.00008904069,0.0007437537,0.166357],"study_design_scores_gemma":[0.002269228,0.0002562523,0.8087876,0.1497626,0.002728478,0.00004601448,0.0001276081,0.0002114985,4.363993e-7,0.0001704107,0.03523802,0.0004017556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01442999,0.9837683,0.00003433805,0.00009707185,0.0001382187,0.0009088763,0.0001780919,0.0000263056,0.0004187647],"genre_scores_gemma":[0.005572357,0.9928942,0.0001216373,0.00003364464,0.00007492651,0.0003551034,0.0003569345,0.00005563622,0.0005355477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1659553,"threshold_uncertainty_score":0.8810125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05020590238152557,"score_gpt":0.3971840432522412,"score_spread":0.3469781408707157,"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."}}