{"id":"W4295678986","doi":"10.1002/pbc.29965","title":"Imaging of pediatric liver tumors: A COG Diagnostic Imaging Committee/SPR Oncology Committee White Paper","year":2022,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Hepatoblastoma; Cog; Hepatocellular carcinoma; Radiology; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005542146,0.0004522341,0.0008837373,0.0005585207,0.0003709427,0.00002841574,0.0003516541,0.00007934694,0.004352727],"category_scores_gemma":[0.0001669349,0.0004495616,0.0003921401,0.001269881,0.000105626,0.0001928325,0.0004255021,0.0007715515,0.00005472301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775985,"about_ca_system_score_gemma":0.0008036746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312515,"about_ca_topic_score_gemma":0.00005924167,"domain_scores_codex":[0.9966131,0.0003557862,0.0008043048,0.0006696148,0.0007700477,0.0007871857],"domain_scores_gemma":[0.9974877,0.0008779789,0.0004802173,0.0005882651,0.0002345591,0.0003313057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001315379,0.001201408,0.9648078,0.0004938787,0.0001764395,0.001560486,0.001123443,0.00001123975,0.00007431999,0.0000176567,0.02661038,0.003791415],"study_design_scores_gemma":[0.01841098,0.001841581,0.8898911,0.0001098742,0.02765336,0.001011215,0.001530371,0.002350434,0.0006237245,0.0001253975,0.05474336,0.001708546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810724,0.1110771,0.0000222521,0.003273615,0.0006603465,0.001162137,0.0002308635,0.000167421,0.002333828],"genre_scores_gemma":[0.985158,0.008741955,0.0004141375,0.001795355,0.00233336,0.0009713823,0.0001186171,0.0001065085,0.0003606458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1040856,"threshold_uncertainty_score":0.9997956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0267225288516974,"score_gpt":0.258598138450168,"score_spread":0.2318756095984706,"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."}}