{"id":"W3031186171","doi":"10.21037/cco-20-51","title":"Liver-directed therapy for hepatocellular carcinoma","year":2020,"lang":"en","type":"article","venue":"Chinese Clinical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Sorafenib; Liver transplantation; Lipiodol; Percutaneous; Radiation therapy; Radiology; Embolization; Cirrhosis; Clinical trial; Surgery; Selective internal radiation therapy; Transplantation; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005013088,0.0003023791,0.001189896,0.00005426925,0.00009362366,0.00001231766,0.0001749248,0.0004855006,0.0004068208],"category_scores_gemma":[0.001334606,0.0002120709,0.0007829212,0.0003096018,0.0001712385,0.00005096039,0.00006361685,0.0003957528,0.0002198277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006788223,"about_ca_system_score_gemma":0.0004513803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000247768,"about_ca_topic_score_gemma":0.00000443149,"domain_scores_codex":[0.997726,0.0002593481,0.0008328059,0.0006314323,0.0001694799,0.0003809708],"domain_scores_gemma":[0.997278,0.001303629,0.0001924164,0.0003245671,0.0002207387,0.0006806781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003035143,0.0009461413,0.9363949,0.00006618167,0.0002347813,0.0007453827,0.0002417952,7.537185e-8,0.0007066373,0.00005058453,0.005531474,0.05204694],"study_design_scores_gemma":[0.02184789,0.02097246,0.5793542,0.00002013056,0.0004434741,0.00007298692,0.00003149532,0.0667195,0.001274431,0.0002971924,0.3085304,0.000435925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761133,0.002982825,0.0003001827,0.01598307,0.0004279008,0.001906237,0.00002268831,0.0003121935,0.001951672],"genre_scores_gemma":[0.9832838,0.0006752399,0.003931777,0.009513129,0.001803705,0.0002274767,0.000213445,0.00005812227,0.000293267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3570407,"threshold_uncertainty_score":0.8647999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2222976167764311,"score_gpt":0.3893907197973241,"score_spread":0.167093103020893,"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."}}