{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001867564,0.0005007371,0.0004706063,0.0009241425,0.00004981959,0.0002234088,0.0003072188,0.000475193,0.0006566158],"category_scores_gemma":[0.00005887177,0.000484482,0.0003543534,0.0003319372,0.00009970479,0.0001871138,0.0001014932,0.001299045,0.0006569217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005477678,"about_ca_system_score_gemma":0.0002012965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581423,"about_ca_topic_score_gemma":0.00003180211,"domain_scores_codex":[0.9971765,0.00009885631,0.0005989328,0.0008586298,0.000824107,0.0004429217],"domain_scores_gemma":[0.9989252,0.0001191689,0.0002330348,0.0004176548,0.000202791,0.0001021258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000512102,0.00009462445,0.748738,0.0003956122,0.0003513042,0.01948165,0.0002880066,1.637557e-7,0.0001110825,0.00004245951,0.2300448,0.000401095],"study_design_scores_gemma":[0.002914142,0.0001920209,0.3785722,0.002257275,0.001416226,0.0004938106,0.0003907908,0.06435529,0.001887019,0.0002791227,0.5459031,0.001339068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6027527,0.002888031,0.00006700355,0.3845552,0.001674649,0.001821835,0.0003649192,0.0002238741,0.005651757],"genre_scores_gemma":[0.9350774,0.00006312218,0.0002523187,0.04955453,0.001940661,0.0003157905,0.004329389,0.0001197801,0.008346978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3701658,"threshold_uncertainty_score":0.9997607,"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."}}