{"id":"W3129849042","doi":"10.1148/radiol.2021203559","title":"Diagnostic Performance of LI-RADS Version 2018 for Evaluation of Pediatric Hepatocellular Carcinoma","year":2021,"lang":"en","type":"article","venue":"Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Radiology; Medical physics; Nuclear medicine; Oncology; 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":[0.0005184695,0.0001215067,0.0004132968,0.0001257231,0.00003809032,0.00000153277,0.00005721884,0.000150969,0.0001752816],"category_scores_gemma":[0.0005386124,0.0001111958,0.0001704098,0.0002195807,0.00005788991,0.00003793284,0.00002484541,0.00006627027,0.00001359547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008209803,"about_ca_system_score_gemma":0.0003708125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001880772,"about_ca_topic_score_gemma":9.302851e-7,"domain_scores_codex":[0.9988421,0.0001536187,0.0003323309,0.0002372282,0.0002394822,0.0001952536],"domain_scores_gemma":[0.9986628,0.000355036,0.0001457728,0.0002813671,0.0004866689,0.00006829827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001699294,0.0001638413,0.9913986,0.0004034678,0.00007794592,0.00002453106,0.0001357135,0.00001320281,0.005180941,0.00004072193,0.0007901861,0.001600928],"study_design_scores_gemma":[0.008589775,0.003108672,0.673329,0.00007946457,0.003499674,0.0001832712,0.00007711037,0.1335827,0.1764531,0.00009559569,0.0007960086,0.0002055881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884754,0.0100795,0.00008459776,0.0001374728,0.0002617975,0.0006984969,0.00002355356,0.00001138922,0.0002277955],"genre_scores_gemma":[0.9980788,0.0007304884,0.0004645242,0.00002281377,0.0002477088,0.00008865549,0.0002701962,0.00001591054,0.00008096239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3180696,"threshold_uncertainty_score":0.4534432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06622759766457009,"score_gpt":0.273188922146954,"score_spread":0.2069613244823839,"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."}}