{"id":"W4407218108","doi":"10.1016/j.gassur.2025.101984","title":"Development and validation of the albumin-bilirubin gamma-glutamyl transferase score for enhanced prognostic accuracy after hepatocellular carcinoma resection","year":2025,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Resection; Internal medicine; Hepatectomy; Oncology; Radiology; Gastroenterology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.007388836,0.0007335764,0.0007128576,0.002138695,0.0002909146,0.001854458,0.0006275399,0.000682864,0.0008157946],"category_scores_gemma":[0.0127869,0.0002645232,0.0005780347,0.001049958,0.0005670427,0.001147592,0.0009290525,0.0007666799,0.0004526378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901035,"about_ca_system_score_gemma":0.0008880126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009629811,"about_ca_topic_score_gemma":0.001272606,"domain_scores_codex":[0.998078,0.0007486169,0.0002483849,0.0001988128,0.0005437693,0.0001824412],"domain_scores_gemma":[0.9936389,0.002244571,0.0009133968,0.0005219764,0.002280123,0.0004009433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112568,0.0001770925,0.9506058,0.00004536139,0.0002336511,0.0001051856,0.0001012549,0.001086961,0.002735486,0.0001655034,0.0005303405,0.04308768],"study_design_scores_gemma":[0.0002045992,0.001424946,0.950093,0.0000659803,0.0006741238,0.0008798331,0.0002238805,0.03681493,0.006151543,0.0007177189,0.002699421,0.00004993762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915417,0.0009881069,0.005116168,0.00020158,0.0001009339,0.00009477665,0.0003104928,0.00005771973,0.001588668],"genre_scores_gemma":[0.9964562,0.0001890362,0.002547669,0.00003558857,0.00005698895,0.00003505376,0.0004062571,0.00001052174,0.0002625978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007388836,"threshold_uncertainty_score":0.03907633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05805994577902129,"score_gpt":0.2549372438221386,"score_spread":0.1968772980431173,"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."}}