{"id":"W2048727592","doi":"10.1007/s11894-010-0163-7","title":"Modern Approach to Hepatocellular Carcinoma","year":2010,"lang":"en","type":"review","venue":"Current Gastroenterology Reports","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Radiofrequency ablation; Disease; Oncology; Resection; Internal medicine; Radiology; Ablation; Surgery","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":[0.0004063053,0.001178571,0.003891857,0.0007189574,0.0001242027,0.00005034057,0.0002923319,0.0008073535,0.00007014814],"category_scores_gemma":[0.00007765787,0.0009455119,0.001774472,0.0003275434,0.0001508848,0.00006327045,0.0003145559,0.001780248,0.0001672697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214237,"about_ca_system_score_gemma":0.0004369488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007607751,"about_ca_topic_score_gemma":0.000001702024,"domain_scores_codex":[0.994622,0.0002424561,0.001672338,0.001786192,0.0005162056,0.001160791],"domain_scores_gemma":[0.9961114,0.00003460994,0.0007884389,0.001884835,0.0001718882,0.001008818],"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":[0.00005961521,0.001009762,0.4643835,0.008001864,0.0003403257,0.003712053,0.00007338043,5.468608e-8,0.00000296589,0.000007852213,0.001781543,0.5206271],"study_design_scores_gemma":[0.0004484306,0.0005673416,0.0004886558,0.002288755,0.004451911,0.01714277,0.000002607731,0.0001246579,0.000004204362,0.00001609904,0.9740513,0.0004132435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02162485,0.969631,0.0008251375,0.00004332171,0.002090202,0.004688262,0.00004265967,0.0002008844,0.0008537399],"genre_scores_gemma":[0.02861191,0.9631396,0.001405639,0.0001225818,0.001013563,0.002230708,0.002838358,0.0002615035,0.000376125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9722698,"threshold_uncertainty_score":0.9992995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121010728349444,"score_gpt":0.3150049937697643,"score_spread":0.2029039209348199,"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."}}