{"id":"W3204562706","doi":"10.3390/curroncol28050319","title":"Risk Factors of Duodenobiliary Reflux-Related Dysfunction of Covered Biliary Metal Stents after Treatment of Duodenal Stricture in Patients with Malignant Biliary and Duodenal Obstruction","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Major duodenal papilla; Stent; Gastroenterology; Internal medicine; Reflux; Biliary tract; Surgery; Duodenal stenosis; Duodenum","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002295595,0.000186084,0.0003569308,0.0005332317,0.0003656311,0.0004223257,0.000170691,0.000473229,0.0009864734],"category_scores_gemma":[0.001818204,0.0002050753,0.0004149656,0.000680544,0.0002016061,0.0002847429,0.0002751611,0.0004371238,0.0001205822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001406957,"about_ca_system_score_gemma":0.0002198745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000794443,"about_ca_topic_score_gemma":0.001011864,"domain_scores_codex":[0.999761,0.00006105916,0.0000368429,0.00003598243,0.0000514833,0.00005362113],"domain_scores_gemma":[0.9991139,0.0002207953,0.0003842446,0.00004004529,0.00004539925,0.0001957019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016158,0.00001609662,0.9984202,0.000004691894,0.00001904143,0.000500388,0.00002276545,0.00001665078,0.00009202447,0.000006250918,0.00002502438,0.0007752805],"study_design_scores_gemma":[0.000008487096,0.0001755883,0.9958395,0.00000715352,0.00004220197,0.003371344,0.000117057,0.000199604,0.00006586617,0.00001832201,0.0001505552,0.000004353016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991724,0.0005377197,0.00004837698,0.00002504412,0.000005532082,0.00000267852,0.00002335192,0.000001618657,0.0001833423],"genre_scores_gemma":[0.999736,0.0001147166,0.00003845432,0.00001183439,0.00001207272,0.000002190091,0.00004256563,8.063597e-7,0.00004137584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009864734,"threshold_uncertainty_score":0.00330013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352637097853809,"score_gpt":0.2870684024075509,"score_spread":0.2635420314290128,"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."}}