{"id":"W4298087576","doi":"10.1111/den.14445","title":"Classification, risk factors, and management of lumen apposing metal stent dysfunction during follow‐up of endoscopic ultrasound‐guided choledochoduodenostomy: Multicenter evaluation from the Leuven‐Amsterdam‐Milan Study Group","year":2022,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Stent; Endoscopic ultrasound; Lumen (anatomy); Multicenter study; Radiology; Surgery; Randomized controlled trial","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":[0.002752941,0.000539502,0.0007070623,0.001521106,0.000364698,0.001195057,0.0006030633,0.0008421066,0.0006499054],"category_scores_gemma":[0.005240439,0.0003467975,0.001045005,0.001295981,0.0004174395,0.0008203943,0.0006923813,0.0004006472,0.0001832065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003747163,"about_ca_system_score_gemma":0.0003785836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302481,"about_ca_topic_score_gemma":0.001131453,"domain_scores_codex":[0.9988262,0.0004074536,0.000217469,0.0002226389,0.0001831213,0.0001431758],"domain_scores_gemma":[0.9952992,0.001006492,0.0024427,0.0003096885,0.0003568672,0.0005849809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004887044,0.00002848734,0.9983252,0.00001002151,0.0000790495,0.00005285026,0.00002914905,0.0000340503,0.00003584061,0.000004367771,0.00003221755,0.0008800543],"study_design_scores_gemma":[0.00005530229,0.0002799027,0.9987677,0.00001439465,0.0001143759,0.0003659395,0.0001006881,0.0001620581,0.00002714666,0.00001015145,0.00009723049,0.000005045986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987969,0.0008037928,0.00004524345,0.00002327068,0.000004373249,0.00001271704,0.0001796382,0.000002384834,0.0001315117],"genre_scores_gemma":[0.9988179,0.0002747565,0.00006856359,0.00001755632,0.00002691277,0.00002679047,0.0007206155,0.000002704114,0.00004421663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002752941,"threshold_uncertainty_score":0.01455915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419942246185322,"score_gpt":0.2926729161956919,"score_spread":0.2584734937338387,"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."}}