{"id":"W4399556495","doi":"10.1016/j.hpb.2024.04.179","title":"Hyperbilirubinemia following biliary stenting predicts serious complications for liver resection","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":"University of Alberta","funders":"","keywords":"Medicine; Resection; Biliary stent; General surgery; Gastroenterology; Surgery; Stent","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":[0.0001454173,0.00009301915,0.0001248616,0.00009844006,0.0001176155,0.00003922697,0.00004810643,0.00006297383,0.00004449697],"category_scores_gemma":[0.0001003678,0.00007975517,0.0001691561,0.0002106234,0.00002326264,0.00009449412,0.00002238856,0.0001211068,0.00005414713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004587613,"about_ca_system_score_gemma":0.00007832818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003711431,"about_ca_topic_score_gemma":0.00002884607,"domain_scores_codex":[0.9992307,0.00001260796,0.0001606143,0.0002652796,0.0001395629,0.0001912226],"domain_scores_gemma":[0.999576,0.00008715743,0.00001542926,0.0001973237,0.00005695693,0.00006710736],"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":[0.0005482854,0.0009860614,0.06072776,0.00670118,0.001475666,0.00032206,0.005043013,0.0001319588,0.3029734,0.001341136,0.2006698,0.4190796],"study_design_scores_gemma":[0.006821238,0.00202933,0.2949121,0.002820382,0.002291539,0.0007655764,0.004130507,0.3371587,0.005482472,0.001216918,0.3412664,0.001104849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818114,0.002995163,0.006042379,0.001458727,0.0009126093,0.001260378,0.00002077861,0.0004803171,0.005018248],"genre_scores_gemma":[0.9948042,0.00005551774,0.002250524,0.0002991378,0.0002484353,0.0001546159,0.00010783,0.00003191692,0.002047837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179748,"threshold_uncertainty_score":0.3252321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02687002146383409,"score_gpt":0.2916649477248642,"score_spread":0.2647949262610301,"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."}}