{"id":"W2272522232","doi":"10.1136/flgastro-2015-100643","title":"The impact of brush cytology from endoscopic retrograde cholangiopancreatography (ERCP) on patient management at a UK teaching hospital","year":2015,"lang":"en","type":"article","venue":"Frontline Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Cytology; Malignancy; Radiology; General surgery; Surgery; Internal medicine; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002012182,0.0002255352,0.0003504052,0.001030487,0.0007154939,0.002295793,0.0006216206,0.0005920948,0.002475957],"category_scores_gemma":[0.02132771,0.0003891397,0.000264971,0.001724559,0.0008383836,0.0009689706,0.001640861,0.001021568,0.0003481443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003555633,"about_ca_system_score_gemma":0.002782303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01543531,"about_ca_topic_score_gemma":0.02659246,"domain_scores_codex":[0.994602,0.001703157,0.0008579135,0.0003668322,0.001661617,0.0008085697],"domain_scores_gemma":[0.9712461,0.008085585,0.01456818,0.0004617895,0.002958666,0.002679669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002310368,0.00005667164,0.9855955,0.0001485295,0.00002685356,0.001284431,0.0008678989,0.0000910155,0.0003960847,0.00002804604,0.0007256873,0.01054837],"study_design_scores_gemma":[0.000006722167,0.0002511639,0.9957795,0.0001373358,0.00002018623,0.001391222,0.001648415,0.0001051431,0.0001635246,0.00001627845,0.0004686595,0.00001176903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957063,0.001258325,0.00005731256,0.001263387,0.00003051829,0.00002575713,0.0002188777,0.00001016042,0.001429527],"genre_scores_gemma":[0.9990118,0.0004844501,0.0001016515,0.0001893561,0.00002295214,0.000007628031,0.00009252855,0.000003307472,0.00008616454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01543531,"threshold_uncertainty_score":0.03069091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739986037144379,"score_gpt":0.311498648734898,"score_spread":0.2940987883634542,"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."}}