{"id":"W3041565360","doi":"10.4103/eus.eus_10_20","title":"Primary EUS-guided biliary drainage versus ERCP drainage for the management of malignant biliary obstruction: A systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"Endoscopic Ultrasound","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Biliary drainage; Drainage; Meta-analysis; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01133212,0.002754831,0.02301319,0.006456215,0.0006745206,0.003212405,0.002439957,0.002381131,0.003863011],"category_scores_gemma":[0.02316153,0.001476923,0.0364034,0.006763284,0.000778386,0.00179359,0.001483605,0.001819229,0.0003322959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003057142,"about_ca_system_score_gemma":0.003679206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005605745,"about_ca_topic_score_gemma":0.01212053,"domain_scores_codex":[0.9929824,0.002930389,0.002291478,0.0006670968,0.0008952501,0.0002333665],"domain_scores_gemma":[0.9846861,0.01090062,0.00259388,0.0003113759,0.001242431,0.0002656635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002115113,0.00003930352,0.001612875,0.544714,0.4398876,0.0001061636,0.00009573914,0.0004419951,0.0002060487,0.000121496,0.0003935248,0.01026607],"study_design_scores_gemma":[0.0006191893,0.0002395745,0.001960189,0.03119608,0.9641857,0.00007864995,0.00004944705,0.0001778479,0.0001035387,0.000140013,0.001226518,0.00002333718],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004026014,0.994436,0.0003911573,0.0001544792,0.000111712,0.0003734033,0.000300661,0.00001861936,0.0001879625],"genre_scores_gemma":[0.1193633,0.8752931,0.001781291,0.0008097982,0.0002639964,0.00153893,0.0006073886,0.00002793232,0.0003142367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02301319,"threshold_uncertainty_score":0.05993074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07767620527691539,"score_gpt":0.3414930544100559,"score_spread":0.2638168491331405,"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."}}