{"id":"W4408326680","doi":"10.1097/hep.0000000000001297","title":"A prospective multicenter validation of RETREAT for posttransplantation HCC recurrence prediction","year":2025,"lang":"en","type":"article","venue":"Hepatology","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"National Center for Advancing Translational Sciences; National Cancer Institute; Eisai; National Institute of Diabetes and Digestive and Kidney Diseases; Gilead Sciences; Liver Center, University of California, San Francisco; Cancer Prevention and Research Institute of Texas; University of California, San Francisco; Exelixis; Genentech; AstraZeneca","keywords":"Medicine; Hepatocellular carcinoma; Liver transplantation; Internal medicine; Concordance; Prospective cohort study; Milan criteria; Brier score; Cohort; Transplantation; Retrospective cohort study; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02210875,0.0008016389,0.0004989692,0.001359378,0.0005892843,0.001140717,0.001181778,0.0007354071,0.0007222001],"category_scores_gemma":[0.03069467,0.0003414231,0.0009719632,0.0009110854,0.0006407834,0.0009220123,0.001540255,0.0008353359,0.0004732675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006490351,"about_ca_system_score_gemma":0.001134864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842969,"about_ca_topic_score_gemma":0.001812635,"domain_scores_codex":[0.9927151,0.004131752,0.0006386906,0.001116239,0.001092024,0.0003062733],"domain_scores_gemma":[0.9777589,0.006441421,0.006628718,0.003885672,0.004203756,0.001081522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008526412,0.0001847036,0.9909338,0.00001977804,0.0001864492,0.00003820827,0.0001171773,0.0007785549,0.0005361157,0.00005141729,0.0002478359,0.006053275],"study_design_scores_gemma":[0.0003050891,0.002515552,0.9799711,0.00004022755,0.0003191365,0.0006050276,0.0002190937,0.01340044,0.001346135,0.0001516143,0.001097491,0.00002917621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958947,0.0002022758,0.002531377,0.0000651634,0.00002778823,0.0001616264,0.0006280623,0.00004435295,0.0004445729],"genre_scores_gemma":[0.9961981,0.00004159897,0.002097438,0.00003044247,0.00002466019,0.0001162108,0.001403818,0.00001061515,0.00007692546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02210875,"threshold_uncertainty_score":0.1169236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335018804324658,"score_gpt":0.3002607900028169,"score_spread":0.2869106019595703,"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."}}