{"id":"W2982012795","doi":"10.1007/s11901-019-00492-y","title":"Downstaging and Expanded Criteria Hepatocellular Carcinoma Liver Transplantation","year":2019,"lang":"en","type":"article","venue":"Current Hepatology Reports","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Hepatocellular carcinoma; Liver transplantation; Medicine; Transplantation; Carcinoma; Milan criteria; General surgery; Internal 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":[0.0002275775,0.0002877494,0.0005457404,0.00019023,0.0000873532,0.00002800167,0.00004156603,0.0001649717,0.0004975455],"category_scores_gemma":[0.00001851581,0.0002575507,0.0001511848,0.0001392042,0.00009024446,0.0001465704,0.00003505965,0.0002263978,0.00007324648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005777668,"about_ca_system_score_gemma":0.0001250843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007002815,"about_ca_topic_score_gemma":0.000004039945,"domain_scores_codex":[0.9981596,0.00009150767,0.0004968165,0.0006410655,0.0002228221,0.0003881651],"domain_scores_gemma":[0.9990367,0.00004787885,0.0001720638,0.0004218154,0.00009615932,0.00022536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001152063,0.0001283237,0.979569,0.0006628884,0.00005295934,0.00927576,0.0005398353,2.516544e-8,0.002719846,0.00006741229,0.0002132519,0.006655515],"study_design_scores_gemma":[0.004404959,0.0006754024,0.878306,0.0004297458,0.001468608,0.04473599,0.0001198839,0.01491768,0.03513364,0.0003730534,0.01850013,0.0009348998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880785,0.008362734,0.0001321265,0.000183284,0.0009118544,0.0009731872,0.000006615529,0.0001172722,0.001234427],"genre_scores_gemma":[0.9978874,0.00114776,0.0002080845,0.00009320222,0.00008590416,0.00006617346,0.0003029399,0.00003269024,0.0001757851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.101263,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04597759104050279,"score_gpt":0.2759070584492647,"score_spread":0.2299294674087619,"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."}}