{"id":"W4320498528","doi":"10.1016/j.gie.2022.10.006","title":"American Society for Gastrointestinal Endoscopy guideline on management of post–liver transplant biliary strictures: methodology and review of evidence","year":2023,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Boston Scientific Corporation; Pfizer; American Society for Gastrointestinal Endoscopy","keywords":"Medicine; Guideline; Biliary drainage; Endoscopy; Percutaneous; Grading (engineering); Liver transplantation; Stent; Cholangiography; Therapeutic endoscopy; Radiology; General surgery; Internal medicine; Transplantation; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009093588,0.001209935,0.003764564,0.005818117,0.0007851132,0.00295608,0.003287378,0.003447398,0.001964764],"category_scores_gemma":[0.02800143,0.0007194473,0.00433522,0.005034253,0.001190688,0.00193523,0.001619862,0.003801421,0.0009945319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003472698,"about_ca_system_score_gemma":0.01220453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01581286,"about_ca_topic_score_gemma":0.04835958,"domain_scores_codex":[0.991232,0.002471886,0.003000463,0.000450593,0.002577019,0.0002680663],"domain_scores_gemma":[0.9812213,0.006674407,0.00462612,0.0003049834,0.00648916,0.0006841156],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004243974,0.0002045346,0.009632751,0.1177387,0.003120854,0.0005839843,0.0004337048,0.001079885,0.0009498316,0.004452037,0.3356793,0.5257],"study_design_scores_gemma":[0.0008833356,0.0003185107,0.02890851,0.3988863,0.008492921,0.002429306,0.000557286,0.001216974,0.0008168471,0.005152618,0.552128,0.0002093387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.001394736,0.9566646,0.002233856,0.02725732,0.002998096,0.0006435837,0.001556997,0.0001066974,0.007144142],"genre_scores_gemma":[0.01365914,0.9355481,0.02216321,0.02011195,0.002639378,0.0008177593,0.003365208,0.00005526491,0.001640043],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9909064,"threshold_uncertainty_score":0.04809201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029910128372499,"score_gpt":0.3716067616919015,"score_spread":0.2686157488546517,"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."}}