{"id":"W2325056018","doi":"10.1155/2004/741912","title":"Patterns of Use of Endoscopic Retrograde Cholangiopancreatography in a Canadian Province","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Heritage Foundation for Medical Research","keywords":"Endoscopic retrograde cholangiopancreatography; Medicine; General surgery; Geography; Surgery; Pancreatitis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001542695,0.0001239339,0.000494357,0.001378514,0.00001793564,0.000006916635,0.0001521821,0.00008627881,0.00005696521],"category_scores_gemma":[0.00009539673,0.0001155082,0.000171919,0.000187031,0.0001281689,0.00009505107,0.000005466848,0.0002877309,5.639674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002070494,"about_ca_system_score_gemma":0.00240565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7213895,"about_ca_topic_score_gemma":0.982227,"domain_scores_codex":[0.9986205,0.00005519523,0.0005295821,0.0001183473,0.0001202235,0.0005561804],"domain_scores_gemma":[0.9985508,0.00001260696,0.0002346526,0.0001789123,0.0001487635,0.0008743118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001581738,0.00004897876,0.9980606,0.00005572069,0.00008850807,0.0006434129,0.0002339538,0.00003686162,0.0004050155,0.00005033004,0.0001022285,0.000116231],"study_design_scores_gemma":[0.00275686,0.002545707,0.9923983,0.0003048188,0.00007225117,0.0006203689,0.0001728825,0.000001379743,0.0002954383,0.00003383488,0.000757179,0.00004101681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977303,0.0001998378,0.00004097504,0.001592281,0.000134822,0.0001793025,0.00006350801,0.000001607745,0.00005733727],"genre_scores_gemma":[0.9988588,0.00004076747,0.000428456,0.0006028371,0.0000349486,0.000001848787,0.000009275487,0.00001391444,0.000009164425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608375,"threshold_uncertainty_score":0.4710288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260073381630527,"score_gpt":0.2254686416467685,"score_spread":0.2128679078304632,"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."}}