{"id":"W2769505173","doi":"10.1148/radiol.2017170554","title":"Evidence Supporting LI-RADS Major Features for CT- and MR Imaging–based Diagnosis of Hepatocellular Carcinoma: A Systematic Review","year":2017,"lang":"en","type":"review","venue":"Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":321,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; American Association for the Study of Liver Diseases","keywords":"Medicine; Malignancy; Hepatocellular carcinoma; Radiology; Multiparametric MRI; MEDLINE; Medical physics; Prostate; Cancer; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001822678,0.000826709,0.008056168,0.0003403637,0.0001836023,0.00003719582,0.0004620333,0.0002643089,0.00004411623],"category_scores_gemma":[0.003523755,0.0005861591,0.001655331,0.0001719626,0.0002876432,0.00009028202,0.0001072715,0.0003937469,0.0000135043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017324,"about_ca_system_score_gemma":0.0006843968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008187726,"about_ca_topic_score_gemma":0.000003340294,"domain_scores_codex":[0.995607,0.0007195285,0.001838946,0.0009300146,0.000263764,0.0006407077],"domain_scores_gemma":[0.993863,0.001934523,0.002249667,0.001451824,0.0002217625,0.0002791509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001745453,0.00006665074,0.08960043,0.8802006,0.0004806708,0.0009181919,0.00001980055,2.530243e-9,0.000001246365,0.00002715143,0.001397553,0.02727029],"study_design_scores_gemma":[0.0009234245,0.000537251,0.0001271052,0.8887585,0.04412366,0.004034672,0.000006470718,0.0001913142,0.00004675169,0.00001461752,0.06064817,0.0005880812],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003785808,0.9869726,0.00003491089,0.0004926628,0.0001910878,0.01172241,0.0001193252,0.0000516558,0.00003679738],"genre_scores_gemma":[0.03146372,0.9609027,0.0004673516,0.0002280982,0.0001816859,0.006060828,0.0003760058,0.0001152105,0.0002044192],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08947332,"threshold_uncertainty_score":0.999659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573320576022635,"score_gpt":0.3644709523949088,"score_spread":0.2071388947926453,"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."}}