{"id":"W4410708952","doi":"10.1245/s10434-025-17497-1","title":"ASO Visual Abstract: 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":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Surgical oncology; Medicine; Hepatocellular carcinoma; Oncology; Internal medicine; Carcinoma; General surgery","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":[0.000867492,0.000795407,0.0007539051,0.0003324058,0.0001531032,0.001138477,0.001123207,0.00127997,0.01188653],"category_scores_gemma":[0.00391018,0.0002446355,0.0007348869,0.0002349061,0.000161112,0.0006464818,0.0005409971,0.001044839,0.001952142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004082242,"about_ca_system_score_gemma":0.0007459725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436217,"about_ca_topic_score_gemma":0.01160545,"domain_scores_codex":[0.999856,0.00004324311,0.000005526893,0.0000450142,0.00003217105,0.00001803753],"domain_scores_gemma":[0.999334,0.0003321213,0.00005481133,0.00004233326,0.0001535064,0.00008311516],"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":[0.001531001,0.0002541546,0.01273788,0.0003193337,0.0002914378,0.0002757603,0.00003309433,0.8063423,0.001975759,0.002059181,0.07926299,0.0949171],"study_design_scores_gemma":[0.00006205835,0.00008074845,0.001429063,0.00002244515,0.00005038047,0.00002962879,0.00000496627,0.9946505,0.0004088853,0.001352265,0.001891357,0.00001760864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5015948,0.0101995,0.3685907,0.03817928,0.01044577,0.0004155619,0.03779628,0.006665249,0.02611289],"genre_scores_gemma":[0.9480724,0.001429918,0.01910452,0.001012438,0.002474867,0.00009461086,0.005367327,0.0003063767,0.0221375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01436217,"threshold_uncertainty_score":0.0397644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03179421743138455,"score_gpt":0.3280362079218352,"score_spread":0.2962419904904506,"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."}}