{"id":"W2955404817","doi":"10.1002/hep.30838","title":"Charting the Path Forward for Risk Prediction in Liver Transplant for Hepatocellular Carcinoma: International Validation of HALTHCC Among 4,089 Patients","year":2019,"lang":"en","type":"article","venue":"Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"American Society of Transplant Surgeons","keywords":"Hepatocellular carcinoma; Medicine; Milan criteria; Liver transplantation; Cohort; Internal medicine; Hazard ratio; Gastroenterology; Proportional hazards model; Carcinoma; Liver disease; Transplantation; Oncology; Confidence interval","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":[],"consensus_categories":[],"category_scores_codex":[0.000441554,0.0001640134,0.0003695624,0.0001560759,0.0000659834,0.000007646167,0.000106315,0.0001734608,0.00006161757],"category_scores_gemma":[0.000100378,0.0001247614,0.0002228378,0.0001029132,0.00005040763,0.00009881407,0.000018937,0.0001294741,0.00001066586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009346635,"about_ca_system_score_gemma":0.00005659336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003310134,"about_ca_topic_score_gemma":0.00003977993,"domain_scores_codex":[0.9985924,0.00009887366,0.0005226304,0.0003181931,0.0001889421,0.0002789416],"domain_scores_gemma":[0.9989982,0.0002570168,0.0002792162,0.0002150304,0.0001946688,0.00005589614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006033571,0.0002262014,0.9953704,0.0002202435,0.00009683164,0.000007248288,0.0008979095,0.000002010516,0.0003360619,0.0001422671,0.00009819366,0.001999215],"study_design_scores_gemma":[0.005582577,0.000904077,0.5724835,0.00007868916,0.0003047137,0.000009605764,0.00007957281,0.4024542,0.01683961,0.0001460831,0.0009968836,0.0001204961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936449,0.0001524139,0.001937619,0.0002400986,0.0004622797,0.003078971,0.0003306932,0.00002427249,0.000128734],"genre_scores_gemma":[0.9976904,0.00005608,0.000366123,0.00005273609,0.00008364845,0.0005599743,0.001073278,0.0000273007,0.00009047674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.422887,"threshold_uncertainty_score":0.5087623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713301148858569,"score_gpt":0.2314447540876013,"score_spread":0.2043117425990156,"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."}}