{"id":"W4316687628","doi":"10.1097/hep.0000000000000034","title":"Liver resection for HCC in patients with metabolic syndrome: questions answered, questions raised","year":2023,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hepatology; Population; Liver transplantation; Cohort; Overweight; Cirrhosis; Metabolic syndrome; Internal medicine; Transplantation; Obesity; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007618598,0.0003406395,0.0008645228,0.0006131017,0.0001071712,0.00001662701,0.0000898289,0.0006355816,0.0001352161],"category_scores_gemma":[0.0001212207,0.0002777555,0.0001895369,0.000367772,0.0001059063,0.0000674836,0.0000331503,0.0006166509,0.0001773515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199887,"about_ca_system_score_gemma":0.0002873116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008337327,"about_ca_topic_score_gemma":0.0006342356,"domain_scores_codex":[0.9981297,0.0001644018,0.0003509926,0.0006130144,0.0002611841,0.0004807316],"domain_scores_gemma":[0.9987274,0.0002913613,0.0001423492,0.0004688016,0.0002586216,0.0001114126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004141494,0.0006773795,0.631307,0.000312453,0.00059825,0.001823708,0.0000507375,0.000001677181,1.707728e-7,0.0001845562,0.364381,0.0002489312],"study_design_scores_gemma":[0.005122165,0.001451618,0.776425,0.0004391568,0.001319921,0.0000915327,0.000005778656,0.00007541094,0.000004548687,0.0001385455,0.2146435,0.000282881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6557103,0.002994192,0.0001043888,0.3275677,0.002108971,0.0081971,0.002249287,0.0005604589,0.0005075855],"genre_scores_gemma":[0.7872959,0.001742485,0.0009790146,0.1753005,0.001349717,0.009783543,0.01922272,0.000402474,0.003923619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522672,"threshold_uncertainty_score":0.9999675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996462530730761,"score_gpt":0.2710719998053892,"score_spread":0.2511073744980816,"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."}}