{"id":"W3038420803","doi":"10.1148/radiol.2020200751","title":"Pediatric Hepatoblastoma, Hepatocellular Carcinoma, and Other Hepatic Neoplasms: Consensus Imaging Recommendations from American College of Radiology Pediatric Liver Reporting and Data System (LI-RADS) Working Group","year":2020,"lang":"en","type":"article","venue":"Radiology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Hepatoblastoma; Hepatocellular carcinoma; Radiology; MEDLINE; Terminology; Medical physics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001165481,0.0003246837,0.001691549,0.0002995755,0.0001946413,0.00001086756,0.0002727533,0.0001911088,0.00005019543],"category_scores_gemma":[0.001664199,0.0003005957,0.000076046,0.0005505051,0.0006248711,0.00005597507,0.000403643,0.0004954174,0.00001096398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114042,"about_ca_system_score_gemma":0.0003324636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681217,"about_ca_topic_score_gemma":0.00007231766,"domain_scores_codex":[0.9959342,0.0007871015,0.001497562,0.0009996863,0.0002026822,0.0005787311],"domain_scores_gemma":[0.9955065,0.001898018,0.001377268,0.0006991093,0.00009775915,0.0004213739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002918722,0.00005317365,0.9937673,0.0004440369,0.000169748,0.001210474,0.0005849497,7.752859e-7,0.000395117,0.0001913794,0.002191039,0.0007001263],"study_design_scores_gemma":[0.003937331,0.001075578,0.705884,0.0001112356,0.00227284,0.007086585,0.002839317,0.2746412,0.0000274246,0.00005252006,0.001584036,0.0004879662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867163,0.009233993,0.0009137561,0.001553622,0.0001708597,0.0007512191,0.0003618801,0.00009311825,0.0002052264],"genre_scores_gemma":[0.9893429,0.00165147,0.007387843,0.0005414208,0.0008253568,0.00003444485,0.000150141,0.00005216058,0.00001422978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2878833,"threshold_uncertainty_score":0.9999446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06091821835093281,"score_gpt":0.3108255809282509,"score_spread":0.2499073625773181,"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."}}