{"id":"W1512605712","doi":"10.1002/lt.23738","title":"De Novo Malignant Disease After Liver Transplantation? Risk and Surveillance Strategies","year":2013,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Medicine; Immunology; Cancer; Immunosuppression; Hepatitis B virus; Oncovirus; Immune system; Transplantation; Virus; Organ transplantation; Hepatitis B; Sarcoma; Anal cancer; Liver transplantation; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000912087,0.0001747483,0.0001752527,0.00007316631,0.00009586198,0.00008432793,0.00004147164,0.00008811962,0.0004150208],"category_scores_gemma":[0.000005490086,0.00015599,0.00006932513,0.0001034541,0.00007234438,0.0003899602,0.000002421734,0.0001324796,0.00005747979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004477374,"about_ca_system_score_gemma":0.0001086897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455989,"about_ca_topic_score_gemma":0.0005082302,"domain_scores_codex":[0.9989807,0.00007960874,0.0001932722,0.0002711988,0.0002025721,0.0002726227],"domain_scores_gemma":[0.9994957,0.00005779699,0.00006408049,0.0001129708,0.00007087596,0.0001986054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005120551,0.0003236627,0.9526966,0.004021417,0.0002590364,0.003246241,0.0163961,0.0003902563,0.002706883,0.000836116,0.0003627011,0.01364047],"study_design_scores_gemma":[0.002729338,0.0001228645,0.9940084,0.0001289722,0.0003791859,0.0001034796,0.0004541167,0.001072207,0.0001812942,0.0005310673,0.00007415194,0.000214984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897584,0.002147099,0.005786357,0.0002241339,0.00005915129,0.0004682783,0.000284529,0.00007656842,0.001195492],"genre_scores_gemma":[0.9647553,0.03389806,0.0003605901,0.0004130859,0.0000507689,0.0001089494,0.0002267268,0.00002138499,0.0001651209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04131177,"threshold_uncertainty_score":0.6361089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006014944039090154,"score_gpt":0.2221368529013619,"score_spread":0.2161219088622717,"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."}}