{"id":"W3085636541","doi":"10.1097/sla.0000000000004346","title":"Overall Tumor Burden Dictates Outcomes for Patients Undergoing Resection of Multinodular Hepatocellular Carcinoma Beyond the Milan Criteria","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Milan criteria; Hepatocellular carcinoma; Resection; Cohort; Surgery; Liver transplantation; Internal medicine; Transplantation","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":[0.001041634,0.000388783,0.0002485145,0.0004817301,0.0002238757,0.0006217181,0.0002344821,0.0003046397,0.001278955],"category_scores_gemma":[0.005123646,0.0001362363,0.0006157377,0.0003971779,0.0003061777,0.000486141,0.0005801512,0.0004902738,0.0003008165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002592991,"about_ca_system_score_gemma":0.0003937097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347824,"about_ca_topic_score_gemma":0.002903801,"domain_scores_codex":[0.9996731,0.00009221406,0.00004371848,0.00006267073,0.00006187843,0.00006643007],"domain_scores_gemma":[0.9974607,0.0006155699,0.001198011,0.0001466659,0.0001995359,0.0003795562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007486397,0.0000104196,0.9983754,0.000003604852,0.00002867242,0.00002757285,0.00001513037,0.0003118824,0.0000846718,0.00001328905,0.00005077956,0.001003719],"study_design_scores_gemma":[0.000007350987,0.0001461744,0.9935597,0.00001498469,0.00007078535,0.0002753111,0.0001437511,0.005257827,0.0001470788,0.0001736249,0.0001957511,0.000007660427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987755,0.0001892158,0.0004623343,0.00009773988,0.000008968247,0.000006522474,0.000115734,0.000006080048,0.0003378847],"genre_scores_gemma":[0.9994233,0.00005899645,0.0001421069,0.00001508014,0.0000111331,0.000003612006,0.0002716514,0.0000022659,0.00007190793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001347824,"threshold_uncertainty_score":0.00550878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2605877341376451,"score_gpt":0.3147431601710412,"score_spread":0.05415542603339607,"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."}}