{"id":"W2889061692","doi":"10.1111/tri.13337","title":"Downstaging prior to liver transplantation for hepatocellular carcinoma: advisable but at the price of an increased risk of cancer recurrence - a retrospective study","year":2018,"lang":"en","type":"article","venue":"Transplant International","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Milan criteria; Medicine; Liver transplantation; Hepatocellular carcinoma; Internal medicine; Transplantation; Gastroenterology; Retrospective cohort study; Carcinoma; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0003953603,0.0001701613,0.0002832036,0.0001297462,0.0001239616,0.000009974931,0.0001891982,0.00005176878,0.0003202199],"category_scores_gemma":[0.0000281136,0.000124415,0.0001300697,0.0001674201,0.00009199364,0.0001019963,0.00001304549,0.00009354093,0.000006802138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515859,"about_ca_system_score_gemma":0.0001078521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006088073,"about_ca_topic_score_gemma":0.001196246,"domain_scores_codex":[0.9985765,0.00009162269,0.0003702468,0.0003356044,0.0004393935,0.0001865813],"domain_scores_gemma":[0.9989265,0.0001194766,0.0001821116,0.0002230485,0.0004503918,0.00009845084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003988621,0.0005769048,0.9752297,0.0001414531,0.0003616248,0.0000504979,0.00769806,0.00000378127,0.01094935,0.0000642505,0.00002436881,0.0009114139],"study_design_scores_gemma":[0.003373816,0.001827062,0.8157809,0.0001892619,0.001051092,0.00004145574,0.000237131,0.01000926,0.1672257,0.00002056958,0.0001033091,0.0001404681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935473,0.0001708571,0.001480107,0.0001028483,0.0001621908,0.002021382,0.002101789,0.00001989749,0.0003936021],"genre_scores_gemma":[0.9981446,0.0001839309,0.000740854,0.00003834307,0.0001442616,0.0002803231,0.0002885618,0.00001916655,0.0001599624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594488,"threshold_uncertainty_score":0.9203386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0343141892028582,"score_gpt":0.2854809894191809,"score_spread":0.2511668002163228,"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."}}