{"id":"W4387592189","doi":"10.1016/j.pan.2023.06.592","title":"Outcomes predictors in endoscopic ultrasound-guided choledochoduodenostomy with lumen-apposing metal stent: a systematic review with meta-analysis","year":2023,"lang":"en","type":"review","venue":"Pancreatology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Meta-analysis; Endoscopic ultrasound; Lumen (anatomy); Stent; Radiology; Surgery; Internal medicine","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":[0.003467356,0.002077276,0.0125657,0.002925648,0.0005123236,0.002493074,0.001497685,0.001800598,0.003724694],"category_scores_gemma":[0.01019396,0.001221532,0.02672161,0.004646254,0.0006193949,0.001552073,0.00141493,0.001943829,0.0003366178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256449,"about_ca_system_score_gemma":0.002202042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005495515,"about_ca_topic_score_gemma":0.01698404,"domain_scores_codex":[0.9974911,0.0007030628,0.0009578913,0.0004103699,0.0002804023,0.000157148],"domain_scores_gemma":[0.9949838,0.003352606,0.001066728,0.0001470692,0.000337247,0.0001126397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004246282,0.00007136029,0.009957979,0.3982357,0.5671024,0.0002072942,0.0001314749,0.0003503303,0.0004178458,0.0001118293,0.0008715061,0.01829601],"study_design_scores_gemma":[0.0008288579,0.0001843054,0.005842331,0.013356,0.9782694,0.00008649009,0.00007048009,0.00009201687,0.00007843503,0.0001060871,0.001056577,0.00002910961],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008159808,0.9907089,0.0002673378,0.0001139349,0.0001267624,0.0000998242,0.0003347049,0.0000144338,0.0001742463],"genre_scores_gemma":[0.1692428,0.8270587,0.001193886,0.0009835084,0.0002657103,0.0002863229,0.0006085401,0.00002368464,0.000336818],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0125657,"threshold_uncertainty_score":0.01833731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08285203063870858,"score_gpt":0.3582611046712839,"score_spread":0.2754090740325753,"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."}}