{"id":"W4409503917","doi":"10.1245/s10434-025-17303-y","title":"Enhancing Recurrence-Free Survival Prediction in Hepatocellular Carcinoma: A Time-Updated Model Incorporating Tumor Burden and AFP Dynamics","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Proportional hazards model; Hazard ratio; Hepatectomy; Confidence interval; Internal medicine; Surgical oncology; Oncology; Carcinoma; Surgery; Gastroenterology; Resection","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":[0.001728573,0.0005483917,0.0005893292,0.000646858,0.0002022407,0.0008858568,0.0007434297,0.0005177369,0.0007900583],"category_scores_gemma":[0.003440786,0.0002714772,0.0007386869,0.000524962,0.0002318884,0.0004980305,0.0005015181,0.000675387,0.0001721195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007731525,"about_ca_system_score_gemma":0.0009281152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01940666,"about_ca_topic_score_gemma":0.01076248,"domain_scores_codex":[0.9997249,0.0001133123,0.00001513628,0.00007788709,0.00002932379,0.00003937527],"domain_scores_gemma":[0.9987464,0.0008053257,0.0002063477,0.00005187335,0.0001190292,0.00007094007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005286935,0.0001591101,0.1617806,0.00003981958,0.0001932806,0.0001874177,0.00009989698,0.8044254,0.0008836185,0.0007501934,0.0006214267,0.0303304],"study_design_scores_gemma":[0.00000787638,0.00005956018,0.005408081,0.000004544227,0.00003010271,0.00003099578,0.00000981406,0.993955,0.00006429553,0.0003031866,0.0001205878,0.000005946185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9292778,0.0005949393,0.06756311,0.0008299149,0.00004862266,0.00004003785,0.0004949213,0.0002111623,0.0009395088],"genre_scores_gemma":[0.9939876,0.0001591022,0.004885122,0.00002955231,0.0000240229,0.0000231606,0.0003359737,0.00001098031,0.0005444259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01940666,"threshold_uncertainty_score":0.03858739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06030195777309567,"score_gpt":0.3037319335405356,"score_spread":0.24342997576744,"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."}}