{"id":"W4415241365","doi":"10.1080/13645706.2026.2672451","title":"Utility of endoscopic ultrasound-guided hepaticoduodenostomy for intrahepatic bile duct drainage: a multicenter retrospective study in Western Japan","year":2025,"lang":"en","type":"article","venue":"Minimally Invasive Therapy & Allied Technologies","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Okanagan General Hospital","funders":"","keywords":"Retrospective cohort study; Intrahepatic bile ducts; Bile duct; Clinical endpoint; Stent; Adverse effect; Stenosis; Biliary tract","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":[0.001809383,0.0003947118,0.0006432079,0.0008733415,0.0005714693,0.0008501901,0.0004438802,0.0005360091,0.0009099165],"category_scores_gemma":[0.003159136,0.0005140236,0.0006045898,0.001265265,0.0007011299,0.000696517,0.0005571762,0.0003267814,0.0002203329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004498762,"about_ca_system_score_gemma":0.0005460336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002811347,"about_ca_topic_score_gemma":0.003160824,"domain_scores_codex":[0.9988577,0.0003421601,0.0002765867,0.0002880315,0.000131225,0.0001043082],"domain_scores_gemma":[0.9961554,0.0006278375,0.001888847,0.0004039667,0.0004206692,0.000503238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001556153,0.00003543653,0.9982146,0.00002808015,0.00009834117,0.0002308398,0.000198613,0.00001047205,0.0001964844,0.000009470858,0.00005933291,0.000762686],"study_design_scores_gemma":[0.0000284611,0.0002393468,0.9977207,0.00001807599,0.0001391231,0.0009402103,0.0005311986,0.00007739924,0.00005332504,0.000009882766,0.0002339007,0.000008365619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992211,0.0004580363,0.00005912554,0.0000254192,0.000003443518,0.00001257025,0.00006317797,0.000001622842,0.000155389],"genre_scores_gemma":[0.9993314,0.0002962966,0.00007916873,0.00006157992,0.00001675415,0.00002087767,0.0001482053,0.000002898134,0.00004279778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002811347,"threshold_uncertainty_score":0.009569049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625888830553356,"score_gpt":0.3063657779450386,"score_spread":0.280106889639505,"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."}}