{"id":"W4312874368","doi":"10.1016/j.hpb.2022.05.257","title":"A Model to Predict Outcomes Following Liver Resection for Hepatocellular Carcinoma on Metabolic Syndrome: A Western Perspective on a Rising Disease","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Hepatectomy; Internal medicine; Metabolic syndrome; Disease; Liver disease; Surgery; Gastroenterology; Oncology; Resection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001371068,0.0008165502,0.0008927185,0.0007895619,0.0003722847,0.001270851,0.0008539171,0.0009703217,0.004030199],"category_scores_gemma":[0.003652808,0.0002533633,0.0009586754,0.0005150543,0.0002628746,0.0004989818,0.0005694057,0.001399585,0.0005461539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000844277,"about_ca_system_score_gemma":0.001314761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02693475,"about_ca_topic_score_gemma":0.01626243,"domain_scores_codex":[0.9997889,0.00008252558,0.00001208844,0.00004524655,0.00001890661,0.00005227965],"domain_scores_gemma":[0.9983711,0.001118811,0.0001473538,0.00003961553,0.0001699579,0.0001532355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00170131,0.0006462371,0.2454544,0.0001334035,0.001110756,0.0005551567,0.0001358709,0.6923827,0.0006500001,0.006502432,0.009770042,0.04095781],"study_design_scores_gemma":[0.00008009739,0.0001878529,0.01300441,0.00002586523,0.0001796789,0.0001109327,0.0000613122,0.9819983,0.00006623413,0.003539709,0.0007280101,0.00001759219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8873663,0.001874979,0.08772866,0.01120452,0.0006236197,0.0001331651,0.005223999,0.0005046719,0.005340088],"genre_scores_gemma":[0.9851109,0.000515382,0.007628116,0.0003612955,0.0001902773,0.0001010571,0.002040853,0.00002821692,0.00402387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02693475,"threshold_uncertainty_score":0.05355591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08071213540726287,"score_gpt":0.2925596292819618,"score_spread":0.2118474938746989,"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."}}