{"id":"W2082831196","doi":"10.1007/s11605-010-1372-y","title":"Radiofrequency Ablation Versus Surgical Resection for Hepatocellular Carcinoma in Childs A Cirrhotics—a Retrospective Study of 1,061 Cases","year":2010,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Radiofrequency ablation; Surgical resection; Retrospective cohort study; Subgroup analysis; Resection; Hepatectomy; Overall survival; Gastroenterology; Internal medicine; Carcinoma; Surgery; Ablation; Confidence interval","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":[0.001346794,0.0002253215,0.00082707,0.0006677339,0.00007058688,0.00001976037,0.00008045142,0.00008500944,0.00005739032],"category_scores_gemma":[0.001774187,0.0001931563,0.0004442518,0.0004597064,0.00007271856,0.0001856227,0.00001763869,0.000594363,0.000001133315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002146024,"about_ca_system_score_gemma":0.0003195817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531431,"about_ca_topic_score_gemma":0.00009879481,"domain_scores_codex":[0.9977189,0.0001421711,0.001069046,0.0002414235,0.0005059767,0.0003224275],"domain_scores_gemma":[0.9971129,0.001017143,0.0007160344,0.0002205957,0.0007270135,0.0002063691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01130219,0.001672547,0.9766599,0.00007224884,0.00008900493,0.005352634,0.0001586929,0.000004773397,0.00378451,0.00002688554,0.00007216776,0.0008044461],"study_design_scores_gemma":[0.00839439,0.01655013,0.9546908,0.0003633329,0.0003892873,0.01445118,0.0003590882,0.001752925,0.002755658,0.00005890198,0.0000662845,0.0001680276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982743,0.0001944075,0.00007294417,0.000151898,0.0004963856,0.0006990927,0.000008543566,0.00001228937,0.00009020128],"genre_scores_gemma":[0.9979807,0.00001740115,0.001386993,0.000004047762,0.0005293105,0.00001855609,0.00001536704,0.00003084608,0.00001681181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02196909,"threshold_uncertainty_score":0.7876686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08872473832651236,"score_gpt":0.2862943285409013,"score_spread":0.197569590214389,"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."}}