{"id":"W4316652572","doi":"10.1097/hep.0000000000000027","title":"Model to predict major complications following liver resection for HCC in patients with metabolic syndrome","year":2023,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; McMaster University","funders":"National Cancer Institute","keywords":"Medicine; Nomogram; Metabolic syndrome; Internal medicine; Hepatectomy; Logistic regression; Cohort; Risk factor; Surgery; Diabetes mellitus; Retrospective cohort study; Concordance; Resection; 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":[0.002958554,0.00113088,0.0009804472,0.001552945,0.0003335117,0.001094128,0.0008167583,0.0005761157,0.002660583],"category_scores_gemma":[0.006561728,0.0002987683,0.001038671,0.00049735,0.0001585323,0.0003256823,0.0006220802,0.000899854,0.0006078386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008808966,"about_ca_system_score_gemma":0.00130294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008601423,"about_ca_topic_score_gemma":0.004882938,"domain_scores_codex":[0.9993105,0.0004123248,0.00004269709,0.00009066083,0.00006559633,0.00007824595],"domain_scores_gemma":[0.9964413,0.002603143,0.000330086,0.00006964145,0.0004220302,0.0001337298],"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":[0.002460686,0.0009914517,0.4211742,0.0002441272,0.001474556,0.0005254737,0.0001694645,0.4908129,0.00079352,0.001087322,0.007288362,0.07297786],"study_design_scores_gemma":[0.00008684332,0.0002934794,0.0180109,0.00004376905,0.0001408289,0.0001438184,0.00003791567,0.9800369,0.0001212721,0.0005602324,0.0005082252,0.00001596912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119319,0.001236173,0.07585464,0.001953783,0.0002315081,0.0004083897,0.003173318,0.001555271,0.00365501],"genre_scores_gemma":[0.9844816,0.0001834712,0.01237969,0.0001210984,0.00005488569,0.0002588932,0.001579325,0.00003621919,0.0009048275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008601423,"threshold_uncertainty_score":0.01710272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454701888322082,"score_gpt":0.2913038847954168,"score_spread":0.256756865912196,"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."}}