{"id":"W2893608205","doi":"10.1148/radiol.2018181494","title":"Liver Imaging Reporting and Data System (LI-RADS) Version 2018: Imaging of Hepatocellular Carcinoma in At-Risk Patients","year":2018,"lang":"en","type":"review","venue":"Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1115,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Context (archaeology); Radiology; Lexicon; Medical physics; Magnetic resonance imaging; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005232946,0.0007307185,0.001771073,0.007124747,0.0003298243,0.002063829,0.001596489,0.001404684,0.004837589],"category_scores_gemma":[0.01538929,0.0003524788,0.00142713,0.00645721,0.0007765316,0.002708533,0.001529391,0.003062383,0.004017209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440368,"about_ca_system_score_gemma":0.00603743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004461771,"about_ca_topic_score_gemma":0.004133411,"domain_scores_codex":[0.9971448,0.0007025668,0.001161165,0.0001509289,0.000706721,0.0001339646],"domain_scores_gemma":[0.9911965,0.003512599,0.001655794,0.0004037503,0.003004184,0.0002271941],"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":[0.0001666967,0.00003500632,0.001785508,0.02476012,0.0002176865,0.0001895889,0.0001816005,0.000327985,0.0005707959,0.00718027,0.1549196,0.8096651],"study_design_scores_gemma":[0.00003522179,0.0000373769,0.002608661,0.01477883,0.0002480209,0.001258476,0.00007024845,0.00009788432,0.0003696699,0.001523087,0.9789348,0.00003765554],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.001022551,0.9637059,0.003641539,0.00861861,0.003655217,0.0004438653,0.006346074,0.0003669423,0.01219927],"genre_scores_gemma":[0.005190669,0.9623276,0.009979605,0.003683684,0.001776537,0.00046088,0.01351406,0.000146127,0.002920985],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007124747,"threshold_uncertainty_score":0.02767479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09218366801745587,"score_gpt":0.3000141684306824,"score_spread":0.2078305004132265,"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."}}