{"id":"W2013350497","doi":"10.1016/j.cld.2007.08.011","title":"Surveillance for Hepatocellular Carcinoma and Early Diagnosis","year":2007,"lang":"en","type":"review","venue":"Clinics in Liver Disease","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Radiofrequency ablation; Radiology; Incidence (geometry); Ultrasound; Carcinoma; Ablation; 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":[0.0008242377,0.0006241923,0.002222206,0.0004055876,0.00008012953,0.00004583956,0.0001855064,0.0005001135,0.00004792177],"category_scores_gemma":[0.0004101682,0.0005453179,0.001098253,0.0003635986,0.000152891,0.00006741467,0.0001140579,0.0004401474,0.00005058358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775844,"about_ca_system_score_gemma":0.0005083804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005189731,"about_ca_topic_score_gemma":0.000008834644,"domain_scores_codex":[0.9969766,0.0001832455,0.001062559,0.0009431715,0.000276094,0.0005583623],"domain_scores_gemma":[0.9964896,0.001604563,0.0003107818,0.0007080644,0.0001212405,0.000765742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001012381,0.0002473048,0.6023197,0.01565684,0.0001086388,0.001105946,0.00002319177,3.629354e-9,2.848187e-9,0.00005525331,0.0001467404,0.3802351],"study_design_scores_gemma":[0.001607532,0.0003624062,0.08614054,0.006015298,0.002983018,0.00001455002,0.000004035043,0.0002077208,3.177354e-7,0.00008661974,0.9020089,0.0005690801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03570188,0.9591339,0.00002117501,0.00003445087,0.0002737476,0.004313792,0.0003722392,0.00005261335,0.00009622271],"genre_scores_gemma":[0.03463958,0.9620121,0.0003366473,0.00008967487,0.0004264909,0.001504191,0.000539741,0.0001318154,0.0003197722],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9018621,"threshold_uncertainty_score":0.9996998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1944197246161142,"score_gpt":0.3675869649582759,"score_spread":0.1731672403421617,"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."}}