{"id":"W7118017701","doi":"10.1007/978-3-032-07072-2_9","title":"Liver Transplantation for Malignancies","year":2025,"lang":"en","type":"book-chapter","venue":"Liver Transplantation","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Liver transplantation; Hepatocellular carcinoma; Milan criteria; Orthotopic liver transplantation; Transplantation; MEDLINE","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":[0.00009644303,0.00041573,0.0004783841,0.000287244,0.00012275,0.00002866256,0.00007762873,0.0004766384,0.000407988],"category_scores_gemma":[0.000003461628,0.0004036211,0.0004274347,0.0000413304,0.00005539135,0.0001155952,0.000003383971,0.0001910369,0.0001065044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009104585,"about_ca_system_score_gemma":0.0001554925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004882598,"about_ca_topic_score_gemma":0.00006732914,"domain_scores_codex":[0.9985878,0.00001834129,0.0003860178,0.0004740099,0.000289395,0.0002443936],"domain_scores_gemma":[0.9992212,0.00017473,0.0001247844,0.0002086764,0.0001736284,0.00009694776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02331403,0.0009270071,0.01382139,0.160362,0.006584969,0.03370705,0.01893788,0.00001259181,0.005584343,0.4321522,0.02116484,0.2834317],"study_design_scores_gemma":[0.0446978,0.007372287,0.03529675,0.03171356,0.1197377,0.005125719,0.0001606368,0.007726669,0.1163981,0.01361468,0.6112503,0.006905686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01136434,0.01387986,0.04852381,0.000703452,0.001022441,0.008797651,0.005525399,0.0005950591,0.909588],"genre_scores_gemma":[0.1306344,0.08720277,0.006261872,0.0006655373,0.000508371,0.0004241886,0.02284727,0.0001530637,0.7513025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5900855,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04526374772995669,"score_gpt":0.2398557213437376,"score_spread":0.1945919736137809,"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."}}