{"id":"W137042941","doi":"10.1155/2006/652729","title":"Gallstone Pancreatitis – Who Really Needs an ERCP?","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Pancreatitis; Medicine; General surgery; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000198935,0.0001485037,0.0004418277,0.000604551,0.00006727279,0.00002434479,0.000164583,0.00009797248,0.0005086034],"category_scores_gemma":[0.00003423836,0.0001343018,0.0001372509,0.000130232,0.0001872036,0.0001268772,0.000006062156,0.0002961409,0.00001037545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144353,"about_ca_system_score_gemma":0.0005990632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01155813,"about_ca_topic_score_gemma":0.1277083,"domain_scores_codex":[0.998693,0.00008295933,0.0004274707,0.0001201798,0.0001438544,0.0005325404],"domain_scores_gemma":[0.9985786,0.00001086727,0.0001627455,0.0001980586,0.000250724,0.0007989946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004331652,0.0000759533,0.9661678,0.00001636568,0.00009477578,0.00142632,0.0001975259,0.00003190981,0.001101777,0.0002149693,0.0295433,0.0006960981],"study_design_scores_gemma":[0.002819878,0.005775273,0.9638682,0.00006482092,0.0001809584,0.01061813,0.0003561363,0.00001955171,0.00007150197,0.0002969769,0.01583347,0.00009513325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893098,0.0001841499,0.0002305416,0.004342978,0.0003004561,0.00009852926,0.00001686112,0.000008372586,0.005508282],"genre_scores_gemma":[0.9956614,0.00002992533,0.0005044771,0.002575445,0.0004873794,0.000001727806,0.00002857202,0.000023786,0.0006872364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1161502,"threshold_uncertainty_score":0.995024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007629924141689745,"score_gpt":0.221601699665351,"score_spread":0.2139717755236613,"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."}}