{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004110249,0.0002817499,0.0008509789,0.0002194357,0.0001405227,0.00001087295,0.0002733672,0.00015353,0.00009932947],"category_scores_gemma":[0.0001805198,0.0001781453,0.0004066884,0.00009171441,0.0004823434,0.00002934814,0.0002497572,0.0005102917,0.00004952782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003598575,"about_ca_system_score_gemma":0.00006683387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009293881,"about_ca_topic_score_gemma":0.0001304995,"domain_scores_codex":[0.9974527,0.0004256156,0.0005451221,0.0004336593,0.0003718968,0.0007710223],"domain_scores_gemma":[0.9984172,0.0001953687,0.0002478085,0.0006851141,0.0001035803,0.0003509255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004965913,0.0005799506,0.9709585,0.00000948497,0.001696438,0.0001750085,0.0004765371,0.000008970997,0.0001395315,0.00009546211,0.01953812,0.001356094],"study_design_scores_gemma":[0.007595528,0.02391266,0.9653838,0.00007304164,0.0004428973,0.00007954975,0.000392795,0.0002880022,0.00005573769,0.0002970237,0.001388654,0.00009031936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937785,0.0006162319,0.0003874775,0.001485268,0.0003140025,0.0007575973,0.00006835226,0.0000439307,0.002548625],"genre_scores_gemma":[0.9958603,0.0001461612,0.002950409,0.0002967253,0.0001919536,0.0001134064,0.0001536118,0.00002897855,0.0002584007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02333271,"threshold_uncertainty_score":0.7264553,"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."}}