{"id":"W2070886240","doi":"10.1111/j.1477-2574.2012.00541.x","title":"Radiofrequency ablation compared to resection in early‐stage hepatocellular carcinoma","year":2012,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Medicine; Hepatocellular carcinoma; Radiofrequency ablation; Stage (stratigraphy); Resection; Ablation; Radiology; Carcinoma; Oncology; Surgery; 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":[0.0003050417,0.0001638211,0.0002666078,0.0002815168,0.00006089703,0.00001747656,0.00005379126,0.0001087,0.0002476609],"category_scores_gemma":[0.000038731,0.0001561581,0.00008867907,0.0004433221,0.00001912872,0.0001901658,0.00002195516,0.0001496241,0.0003965632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002494888,"about_ca_system_score_gemma":0.00004089255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001367053,"about_ca_topic_score_gemma":0.00003062361,"domain_scores_codex":[0.9987394,0.00008641486,0.0002712992,0.0002291606,0.0002510464,0.0004227423],"domain_scores_gemma":[0.9992756,0.00003027054,0.00004659077,0.0002997743,0.00005199553,0.0002957947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001727639,0.0001827282,0.9871383,0.0000457729,0.00001843274,0.00009186829,0.001567066,0.000001446729,0.007290137,0.00007272425,0.0002323318,0.003186437],"study_design_scores_gemma":[0.001399792,0.0002557139,0.9679632,0.00005087163,0.0000553921,0.00002510278,0.00008796925,0.006705076,0.01382798,0.000007648021,0.009444879,0.0001763468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944757,0.001245276,0.0004913416,0.0001368,0.0002113937,0.0009016725,0.000005836879,0.00006840688,0.002463551],"genre_scores_gemma":[0.9965913,0.00002159329,0.001638996,0.0001106159,0.0002698074,0.0001067646,0.00008540162,0.00002953202,0.001145944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01917506,"threshold_uncertainty_score":0.6367941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08261628200650117,"score_gpt":0.2746780218890237,"score_spread":0.1920617398825226,"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."}}