{"id":"W4306785105","doi":"10.14740/gr1560","title":"Development of a Predictive Model for Common Bile Duct Stones in Patients With Clinical Suspicion of Choledocholithiasis: A Cohort Study","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Magnetic resonance cholangiopancreatography; Receiver operating characteristic; Logistic regression; Retrospective cohort study; Internal medicine; Stepwise regression; Cholangiography; Endoscopic retrograde cholangiopancreatography; Cohort; Common bile duct; Pancreatitis; Gastroenterology; Cirrhosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002873745,0.0001182351,0.0005823854,0.0004367466,0.0001052099,0.000002345337,0.0002149011,0.00004830456,0.00002558668],"category_scores_gemma":[0.0001101816,0.00009628647,0.00006844492,0.000267261,0.0002761692,0.00003655708,0.000282968,0.0005764794,3.87624e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079202,"about_ca_system_score_gemma":0.000291439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004727989,"about_ca_topic_score_gemma":0.0002611182,"domain_scores_codex":[0.9970896,0.0005522704,0.000706321,0.0004029542,0.0007998866,0.0004489636],"domain_scores_gemma":[0.9988915,0.0001014624,0.0001365184,0.0003309858,0.0004537859,0.00008571119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02258667,0.008914758,0.9640359,0.00006903092,0.0002886971,0.000004269539,0.003186893,0.0003730641,0.00003412462,0.000002105499,0.000119094,0.0003854444],"study_design_scores_gemma":[0.01135029,0.01324532,0.968595,0.00002662628,0.00005329658,0.000003223089,0.004424368,0.002224986,0.00001496717,0.00001476547,0.000007220136,0.00003997635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958109,0.00001127961,0.0001593657,0.0001303325,0.00003910655,0.003764237,0.00004655747,0.00000889147,0.00002938817],"genre_scores_gemma":[0.9978155,0.000002403847,0.000809112,0.00004552036,0.000009487254,0.00117809,0.00008772317,0.00001864588,0.00003350703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01123638,"threshold_uncertainty_score":0.3926448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07135517954200034,"score_gpt":0.4015092305757716,"score_spread":0.3301540510337713,"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."}}