{"id":"W2889465280","doi":"10.1007/s00261-018-1744-4","title":"White paper of the Society of Abdominal Radiology hepatocellular carcinoma diagnosis disease-focused panel on LI-RADS v2018 for CT and MRI","year":2018,"lang":"en","type":"article","venue":"Abdominal Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Western University; Centre Hospitalier de l’Université de Montréal; University of Toronto","funders":"U.S. Department of Defense","keywords":"Medicine; Radiology; Hepatocellular carcinoma; Neuroradiology; Ultrasound; 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":[0.0005397621,0.0004186309,0.001095543,0.0001149268,0.0001982891,0.000007279416,0.0002767331,0.0002100232,0.0001995467],"category_scores_gemma":[0.0001741245,0.0002865471,0.0008734044,0.0002212219,0.001611402,0.0000587945,0.0001040566,0.0002269719,0.00001050226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008983455,"about_ca_system_score_gemma":0.0002194173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118635,"about_ca_topic_score_gemma":0.00001007711,"domain_scores_codex":[0.9975288,0.000322301,0.0006727619,0.0006583687,0.0002357107,0.0005820912],"domain_scores_gemma":[0.997705,0.0006906567,0.000354068,0.0007472097,0.0002230601,0.0002799582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003215967,0.000331938,0.9773881,0.0003425023,0.0005186637,0.0000684129,0.0008532283,7.960679e-7,0.005230352,0.000310755,0.007371161,0.004368109],"study_design_scores_gemma":[0.01203771,0.009959303,0.8924452,0.0003471668,0.003258497,0.0009881018,0.000430875,0.01230444,0.0524736,0.0008445421,0.01427513,0.0006354188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902539,0.00356661,0.0003085669,0.003666351,0.0003323088,0.001550287,0.00009325577,0.0000243626,0.0002043579],"genre_scores_gemma":[0.9953707,0.0005561437,0.001812062,0.001026762,0.0005534026,0.0003571459,0.00004325604,0.00005596242,0.0002245922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0849429,"threshold_uncertainty_score":0.9999587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150127540530765,"score_gpt":0.2518231908400181,"score_spread":0.2003219154347105,"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."}}