{"id":"W4401789843","doi":"10.1136/bmjgast-2024-001375","title":"Optimising the indications for biliary stent placement during endoscopic retrograde cholangiopancreatography: a quality improvement initiative to enhance patient care and reduce healthcare resource utilisation","year":2024,"lang":"en","type":"article","venue":"BMJ Open Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Stent; Guideline; Audit; Common bile duct; Surgery; General surgery; 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":[0.000465463,0.0001933233,0.0003132948,0.0001907013,0.0002722269,0.0001138691,0.0001843013,0.00005913289,0.00001217126],"category_scores_gemma":[0.0000928798,0.0001460693,0.000100303,0.0002051938,0.0000903319,0.00009910954,0.0002866127,0.0002126032,0.000001641537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001698335,"about_ca_system_score_gemma":0.0001139158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227506,"about_ca_topic_score_gemma":0.0002322814,"domain_scores_codex":[0.9980317,0.0002203434,0.0004827764,0.0005755617,0.0002378799,0.0004516956],"domain_scores_gemma":[0.9990968,0.00008333265,0.0001332656,0.0004007899,0.000119774,0.0001660226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02182513,0.001716119,0.5299293,0.008802938,0.00268617,0.00008961947,0.17483,0.000227584,0.04477889,0.0007173045,0.007278615,0.2071183],"study_design_scores_gemma":[0.009225512,0.03674679,0.705679,0.003077642,0.0008898656,0.0002095416,0.2085227,0.0002698984,0.02905547,0.0002111869,0.005468357,0.000644076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718415,0.0007677792,0.0006475346,0.01816567,0.0001378142,0.008158091,0.0001349719,0.00004614962,0.0001005575],"genre_scores_gemma":[0.9915164,0.00005198421,0.00195773,0.002818587,0.0000770839,0.00332563,0.0002058542,0.00002460668,0.00002215475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2064743,"threshold_uncertainty_score":0.5956532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04163248632640058,"score_gpt":0.3851260479968308,"score_spread":0.3434935616704302,"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."}}