{"id":"W2999203814","doi":"10.1097/tp.0000000000003117","title":"Surveillance for HCC After Liver Transplantation: Increased Monitoring May Yield Aggressive Treatment Options and Improved Postrecurrence Survival","year":2020,"lang":"en","type":"article","venue":"Transplantation","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Liver transplantation; Medicine; Yield (engineering); Transplantation; Hepatocellular carcinoma; Internal medicine; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006252979,0.0002126148,0.0002706496,0.0000503849,0.0000961774,0.00003061078,0.00003350386,0.00008934432,0.00004438616],"category_scores_gemma":[0.00001515014,0.0001858661,0.0001078478,0.0001080862,0.00003656355,0.0001260105,0.000002190904,0.00006757671,0.000008576031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003912631,"about_ca_system_score_gemma":0.00005673439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00019697,"about_ca_topic_score_gemma":0.00007846456,"domain_scores_codex":[0.9990624,0.00005120076,0.0002189082,0.0003348124,0.0001298794,0.0002027761],"domain_scores_gemma":[0.9993305,0.0002244408,0.00007995536,0.00009157576,0.00007861906,0.0001948674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005803559,0.0001587416,0.9575053,0.001259843,0.0002102333,0.0007539433,0.005592613,0.000002837237,0.01678061,0.00003375283,0.000006381547,0.01189215],"study_design_scores_gemma":[0.01221649,0.003196569,0.8556604,0.0005830992,0.001987616,0.0002649795,0.0002823111,0.005645129,0.1193479,0.00001663555,0.0002235663,0.0005752418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926274,0.001726415,0.002832163,0.0007951504,0.0001146895,0.001100472,0.0006283019,0.0000806242,0.00009473437],"genre_scores_gemma":[0.9884999,0.008204587,0.001842926,0.0000622641,0.0002127383,0.000364004,0.0007583108,0.00002244217,0.0000328739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025673,"threshold_uncertainty_score":0.7579401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07520242954317334,"score_gpt":0.2728147278972188,"score_spread":0.1976122983540455,"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."}}