{"id":"W3211630930","doi":"10.1016/j.hbpd.2021.11.004","title":"Outcomes of liver transplantation as an oncologic surgery for different primary liver cancers: A real-world, population-based study","year":2021,"lang":"en","type":"letter","venue":"Hepatobiliary & pancreatic diseases international","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research","funders":"Eisai Canada; Ipsen; Roche","keywords":"Medicine; Liver transplantation; Population; Hepatectomy; Transplantation; Surgery; Oncology; General surgery; Resection; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000190608,0.0006537608,0.001628305,0.0006283672,0.0001045227,0.0000624707,0.0002562201,0.0003187629,0.001560492],"category_scores_gemma":[0.0001716954,0.0005470258,0.001076007,0.0002047946,0.00008816044,0.0001978884,0.00003788034,0.0003542202,0.00001041711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230843,"about_ca_system_score_gemma":0.001184801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006395513,"about_ca_topic_score_gemma":0.001120418,"domain_scores_codex":[0.9960309,0.000439869,0.001047904,0.0009237212,0.001163225,0.0003943267],"domain_scores_gemma":[0.99611,0.001999882,0.0005600138,0.0006381763,0.0004792133,0.0002127581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001196799,0.002656627,0.9744403,0.002090357,0.00190478,0.004239895,0.0001519686,0.000004820409,0.000006315818,0.00001736177,0.01188513,0.001405681],"study_design_scores_gemma":[0.002515405,0.0007430961,0.9846334,0.0007306973,0.006486378,0.00002255394,0.00005192972,0.002650636,0.00005276894,0.00007024391,0.00155689,0.0004859838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849882,0.0007053728,0.00007326538,0.007441618,0.000680504,0.003364598,0.002250959,0.0001223123,0.000373223],"genre_scores_gemma":[0.9126596,0.0007798045,0.0003256679,0.0276125,0.001035206,0.001887016,0.05412813,0.0001043527,0.001467728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07232855,"threshold_uncertainty_score":0.9996981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06243063940052013,"score_gpt":0.3039940587484836,"score_spread":0.2415634193479635,"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."}}