{"id":"W1982780303","doi":"10.1016/s1091-255x(02)00352-9","title":"150","year":2003,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hepatolithiasis; Medicine; Endoscopic retrograde cholangiopancreatography; Radiology; Percutaneous transhepatic cholangiography; Magnetic resonance cholangiopancreatography; Primary sclerosing cholangitis; Intrahepatic bile ducts; Magnetic resonance imaging; Cholangiography; Cholestasis; Bile duct; Internal medicine; Disease; Surgery; Hepatectomy; 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":[0.0006537322,0.0001114086,0.0003723266,0.0002072158,0.00003077072,0.00001440185,0.00004535473,0.00002019658,0.0004737028],"category_scores_gemma":[0.001807602,0.00008315479,0.0003441659,0.000183334,0.00005342729,0.00009192099,0.000005981738,0.0002761877,0.00002480111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003593514,"about_ca_system_score_gemma":0.0003556302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002625355,"about_ca_topic_score_gemma":6.242636e-7,"domain_scores_codex":[0.9988046,0.00005530848,0.0004879684,0.00008338936,0.0003267651,0.0002419487],"domain_scores_gemma":[0.9988335,0.0002407873,0.0002621285,0.0001109609,0.000325213,0.0002274551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003661264,0.0003985931,0.9431973,0.00005922723,0.00005145672,0.001640257,0.00002518851,0.000008253125,0.008941172,0.0001221931,0.04272665,0.002463611],"study_design_scores_gemma":[0.002565262,0.002195122,0.6214494,0.001833365,0.0003385835,0.3162376,0.001054864,0.00001909741,0.004735188,0.001126013,0.04807082,0.0003747169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894693,0.0003725157,0.001586565,0.001155506,0.0003118707,0.00006169464,6.782137e-7,0.000016309,0.00702552],"genre_scores_gemma":[0.9915863,0.00002858302,0.007506512,0.0003889971,0.0001759205,5.353722e-7,8.919896e-7,0.00001515361,0.0002970675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3217479,"threshold_uncertainty_score":0.5186714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238634039362611,"score_gpt":0.257904896759356,"score_spread":0.2340414928230949,"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."}}