{"id":"W4396967224","doi":"10.1016/j.hpb.2024.03.785","title":"Surgical resection after lumen-apposing metal stents for internal biliary bypass: a case series","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Lumen (anatomy); Surgery; Resection","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001505551,0.0001124051,0.0001563698,0.0001055863,0.00004732329,0.00006066309,0.00002852974,0.00006638656,0.0003083352],"category_scores_gemma":[0.00002863252,0.00008477759,0.0001580312,0.0001172186,0.00004818807,0.0001679877,0.00002986034,0.0001443258,0.00003415196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004197145,"about_ca_system_score_gemma":0.00004569281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006408155,"about_ca_topic_score_gemma":0.00008919312,"domain_scores_codex":[0.9992128,0.00002631748,0.0001685526,0.0002452454,0.0001479708,0.0001991125],"domain_scores_gemma":[0.9996959,0.0000410308,0.00001299429,0.0001207756,0.00004711363,0.00008218019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03568686,0.002725231,0.08212995,0.01087657,0.005914383,0.2310983,0.01487811,0.00001903697,0.04667103,0.001036529,0.09618848,0.4727756],"study_design_scores_gemma":[0.01136922,0.006454644,0.008176424,0.002364504,0.002665105,0.2498948,0.009883197,0.02431644,0.009072563,0.0008776374,0.6735631,0.001362374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947317,0.001540334,0.0006072512,0.0005752266,0.0008380364,0.000400997,0.00002641068,0.0001113382,0.001168756],"genre_scores_gemma":[0.9922003,0.00003973279,0.0005646697,0.0001021944,0.0003781244,0.0001138146,0.0000279395,0.00002580098,0.006547456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5773746,"threshold_uncertainty_score":0.345713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927819661000648,"score_gpt":0.2970233874391106,"score_spread":0.2777451908291041,"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."}}