{"id":"W4361273222","doi":"10.1097/sla.0000000000005861","title":"Minimally Invasive Versus Open Liver Resections for Hepatocellular Carcinoma in Patients With Metabolic Syndrome","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Hepatocellular carcinoma; Perioperative; Internal medicine; Gastroenterology; Metabolic syndrome; Ascites; Carcinoma; Surgery; Retrospective cohort study; Obesity","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":[0.0009668593,0.000253627,0.0005629527,0.0003337907,0.0001448255,0.0003309466,0.0001540403,0.0002594312,0.001213984],"category_scores_gemma":[0.002719653,0.0001074394,0.0006838636,0.0003106804,0.0002233161,0.0004057495,0.000407684,0.0002525643,0.0001220139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201393,"about_ca_system_score_gemma":0.000237867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001618712,"about_ca_topic_score_gemma":0.0003437488,"domain_scores_codex":[0.9994909,0.0002107829,0.00008238767,0.00007895454,0.0000780956,0.00005895595],"domain_scores_gemma":[0.9985529,0.0004799356,0.0006885501,0.00005172603,0.00003645464,0.000190555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07223251,0.001272544,0.8743427,0.0003563493,0.001681622,0.0002885384,0.0001127702,0.0006917423,0.002466654,0.0001459675,0.0002779874,0.04613059],"study_design_scores_gemma":[0.004557538,0.04216183,0.9466599,0.00009329533,0.0009474094,0.001473891,0.0004725701,0.001713633,0.0009020182,0.0003137277,0.0006721474,0.00003199357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991249,0.0005481983,0.0001290231,0.00003054633,0.00001102797,0.00001612832,0.00004701723,0.0000016033,0.00009149067],"genre_scores_gemma":[0.9993647,0.0002120927,0.0001518076,0.00003809237,0.00003032401,0.00002340154,0.0001332579,7.131205e-7,0.00004559951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001213984,"threshold_uncertainty_score":0.005113304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4003531202036767,"score_gpt":0.3258271609661847,"score_spread":0.07452595923749195,"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."}}