{"id":"W1678445379","doi":"10.1002/lt.23849","title":"Liver graft allocation for hepatocellular carcinoma patients: Is a forced ablate-and-wait protocol nationally applicable?","year":2014,"lang":"en","type":"letter","venue":"Liver Transplantation","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Toronto General Hospital","funders":"University of Minnesota","keywords":"Medicine; Liver transplantation; Hepatocellular carcinoma; Cohort; Transplantation; Milan criteria; Internal medicine; Oncology; Surgery; Intensive care medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002044359,0.0006197189,0.0006493459,0.0003319252,0.0002184227,0.00008160932,0.0001518777,0.0009753734,0.0001937989],"category_scores_gemma":[0.00001262144,0.0005810438,0.000354795,0.0001721552,0.00007907784,0.0002123406,0.00001358352,0.0005415088,0.0000849664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001673805,"about_ca_system_score_gemma":0.0001476449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002353233,"about_ca_topic_score_gemma":0.00001150058,"domain_scores_codex":[0.9971468,0.0001153999,0.0006475779,0.000899045,0.0007007447,0.0004904583],"domain_scores_gemma":[0.9984102,0.000223493,0.0003343969,0.0003646121,0.0005238798,0.000143468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003541532,0.0007685151,0.6129933,0.03537717,0.00140463,0.001407552,0.003956418,0.000002734461,0.0007443103,0.0004961898,0.3310997,0.008207883],"study_design_scores_gemma":[0.02313124,0.00299854,0.04348271,0.001267562,0.006647486,0.0002904396,0.00001728752,0.0537737,0.01245037,0.0004457943,0.8535348,0.00196007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1620356,0.0005612664,0.06281763,0.1513883,0.0004797041,0.615798,0.002810705,0.0008096446,0.003299127],"genre_scores_gemma":[0.4597647,0.0002978512,0.004887499,0.1914586,0.002071687,0.2923134,0.04562495,0.0003343228,0.003247084],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.5695106,"threshold_uncertainty_score":0.9996641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550532172371762,"score_gpt":0.2428758933536269,"score_spread":0.2073705716299093,"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."}}