{"id":"W2773798262","doi":"10.1007/s00261-017-1409-8","title":"Hepatocarcinogenesis and LI-RADS","year":2017,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Hepatology; Hepatocellular carcinoma; Medicine; Internal medicine; Cancer research; Pathology; Oncology","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":[0.0003329927,0.0005878225,0.003386681,0.0002816163,0.000199363,0.00003361056,0.0002288632,0.0007684159,0.0001279956],"category_scores_gemma":[0.0001476482,0.0004285911,0.0007703661,0.00008187065,0.000338788,0.00004145315,0.0001216298,0.0003882002,0.000239523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108444,"about_ca_system_score_gemma":0.0003820891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006424206,"about_ca_topic_score_gemma":0.000004900519,"domain_scores_codex":[0.9978904,0.0002608025,0.000542194,0.0007000437,0.0001353811,0.0004712396],"domain_scores_gemma":[0.9982053,0.0002182398,0.000352319,0.0008591741,0.00004721034,0.0003177622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005687211,0.00004320497,0.01513353,0.00665039,0.0006306105,0.001713651,0.00002877305,8.864813e-10,8.993633e-7,0.00007721672,0.000578815,0.975086],"study_design_scores_gemma":[0.0006676847,0.0005936142,0.0005483206,0.00331222,0.006342344,0.009771288,0.000004488411,0.00002309974,0.00000326972,0.00002436937,0.9783613,0.0003479779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009725199,0.9952033,0.00001104862,0.0001206729,0.0002703384,0.001165938,0.0000211684,0.00004829991,0.002186773],"genre_scores_gemma":[0.003968408,0.9930714,0.0003540605,0.00007318999,0.0006269584,0.0002990559,0.0001643076,0.00008291285,0.001359714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9777825,"threshold_uncertainty_score":0.9998166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3166576325114266,"score_gpt":0.3902977574734344,"score_spread":0.07364012496200778,"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."}}