{"id":"W4402785550","doi":"10.1007/s00464-024-11245-4","title":"Biliary drainage in patients with malignant distal biliary obstruction: results of an Italian consensus conference","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Università Politecnica delle Marche","keywords":"Medicine; Endoscopic ultrasonography; Pancreatic cancer; General surgery; Biliary drainage; Natural history; Delphi method; Cancer; Endoscopy; Radiology; Internal medicine; Computer science","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":[0.1191028,0.0007982855,0.001379811,0.00400009,0.001745981,0.003179681,0.001882218,0.004021471,0.003182523],"category_scores_gemma":[0.1491043,0.0005142476,0.003643505,0.003364325,0.001178526,0.001750683,0.005360931,0.002258777,0.0007084382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005199693,"about_ca_system_score_gemma":0.01141478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723972,"about_ca_topic_score_gemma":0.002343091,"domain_scores_codex":[0.8994809,0.06492112,0.01705519,0.002583002,0.01304253,0.002917328],"domain_scores_gemma":[0.8780311,0.06225648,0.01391632,0.003281577,0.03867504,0.003839515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003629169,0.0007353631,0.1169415,0.04730362,0.003861915,0.002303043,0.04055681,0.003665659,0.002858762,0.006430337,0.2319779,0.5397359],"study_design_scores_gemma":[0.002231344,0.002296594,0.221021,0.09505329,0.006130241,0.004382977,0.0416439,0.003306558,0.003818455,0.007164378,0.6122387,0.0007126585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.386773,0.1612434,0.01933019,0.257201,0.01867713,0.01866906,0.007750702,0.0003150865,0.1300404],"genre_scores_gemma":[0.8614197,0.04403905,0.03374379,0.02861128,0.004223025,0.01492995,0.007980562,0.0002031791,0.004849512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191028,"threshold_uncertainty_score":0.6298833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138616877772639,"score_gpt":0.2581560627543511,"score_spread":0.2467698939766247,"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."}}