{"id":"W4393069586","doi":"10.1111/liv.15869","title":"Prognostic stratification in early‐stage hepatocellular carcinoma: Imaging biomarkers are needed","year":2024,"lang":"en","type":"letter","venue":"Liver International","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Agence Nationale de la Recherche","keywords":"Hepatocellular carcinoma; Stage (stratigraphy); Medicine; Risk stratification; Oncology; Internal medicine; Radiology; Geology","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":[0.00243859,0.001008376,0.001925841,0.00127588,0.0003132405,0.002367891,0.00115429,0.001541907,0.002064023],"category_scores_gemma":[0.009327405,0.0002775352,0.001081467,0.001112725,0.0005486424,0.002846745,0.001050205,0.002959872,0.001047216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000606403,"about_ca_system_score_gemma":0.0008115059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151675,"about_ca_topic_score_gemma":0.002265563,"domain_scores_codex":[0.9993812,0.0001856863,0.00009592438,0.0001046683,0.0001638279,0.00006875559],"domain_scores_gemma":[0.9959335,0.001500057,0.0005128882,0.0002625952,0.001324746,0.0004662864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001304033,0.0001314374,0.09042831,0.001225477,0.0006038492,0.0001973392,0.0001048244,0.002964095,0.002315638,0.001662793,0.05631128,0.842751],"study_design_scores_gemma":[0.0006286652,0.002542778,0.2427491,0.008348711,0.004369765,0.003414442,0.001397216,0.1559715,0.006358085,0.06923252,0.5042633,0.0007240613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.09877354,0.6037142,0.05514286,0.2147287,0.01823048,0.0002438436,0.00324002,0.0009668854,0.004959403],"genre_scores_gemma":[0.5658232,0.2800589,0.04876712,0.03956326,0.05216184,0.0004256272,0.008969158,0.0004316659,0.003799177],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00243859,"threshold_uncertainty_score":0.01289666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934916264646306,"score_gpt":0.2526519787586507,"score_spread":0.2033028161121876,"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."}}