{"id":"W4225121049","doi":"10.1148/rg.210149","title":"Hepatocellular Carcinoma in Evolution: Correlation with CEUS LI-RADS","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Vascularity; Malignancy; Cirrhosis; Liver disease; Nodule (geology); Radiology; Biopsy; Washout; Chronic liver disease; Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003136749,0.0002139016,0.0003180427,0.0007496112,0.0002517247,0.00001634962,0.0001035491,0.00009004175,0.0001673732],"category_scores_gemma":[0.00001109932,0.0001991086,0.0001860894,0.002106044,0.00008543143,0.00008681991,0.00004710639,0.0004741976,0.00001177455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302974,"about_ca_system_score_gemma":0.0001867071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003252982,"about_ca_topic_score_gemma":0.0000279748,"domain_scores_codex":[0.9983079,0.0001476358,0.0002801416,0.0003789531,0.0005384407,0.0003469319],"domain_scores_gemma":[0.9992728,0.00004125866,0.00008680478,0.000384193,0.00005974556,0.0001552109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002957628,0.0003088403,0.9954161,0.00004016102,0.00007126697,0.001198429,0.0003678693,0.00010309,0.00006653306,0.001541183,0.0001777125,0.0004130437],"study_design_scores_gemma":[0.003861045,0.001634575,0.8924865,0.00004604058,0.0003038127,0.0006546336,0.0003582567,0.0924774,0.0001320821,0.0002344402,0.007484479,0.0003267828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915785,0.004584484,0.0006359772,0.0006113719,0.0001666346,0.0008101304,0.00001399312,0.0001004213,0.001498538],"genre_scores_gemma":[0.9986472,0.00006061067,0.0003338791,0.0001288591,0.00008571027,0.0002567052,0.0001874288,0.00004227753,0.0002572913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029297,"threshold_uncertainty_score":0.8119411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705786265119966,"score_gpt":0.21216325204188,"score_spread":0.1851053893906803,"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."}}