{"id":"W2779231120","doi":"10.1016/j.jamcollsurg.2017.12.011","title":"Preoperative Risk Score and Prediction of Long-Term Outcomes after Hepatectomy for Intrahepatic Cholangiocarcinoma","year":2017,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Interquartile range; Hazard ratio; Internal medicine; Hepatectomy; Intrahepatic Cholangiocarcinoma; Gastroenterology; Proportional hazards model; Neutrophil to lymphocyte ratio; Confidence interval; Surgery; Lymphocyte; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003106405,0.0001514833,0.0008121002,0.0001289994,0.0001946238,0.00001291564,0.0001914705,0.00002940977,0.000008374388],"category_scores_gemma":[0.0004531061,0.00009084988,0.0003986999,0.0001012705,0.0006030648,0.0001361524,0.0001031074,0.0001778567,1.503587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000051385,"about_ca_system_score_gemma":0.000150519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002314507,"about_ca_topic_score_gemma":0.0001908233,"domain_scores_codex":[0.9988738,0.00006157259,0.0005051796,0.0001271958,0.0002718246,0.0001604146],"domain_scores_gemma":[0.9973972,0.0002057163,0.001496457,0.0004017114,0.0004097111,0.00008916415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001134075,0.0001026259,0.9952516,0.0001177537,0.0007130446,0.00003234686,0.0004155103,9.261107e-7,0.0003007,0.00000561775,0.0005126846,0.001413089],"study_design_scores_gemma":[0.001831515,0.0008436555,0.9941795,0.0003369637,0.0008204264,0.0001402113,0.0002685693,0.00002493298,0.00141933,0.00003257967,0.00003276255,0.00006951577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964362,0.0008301261,0.00006039037,0.001403055,0.0002753071,0.0004494349,0.0004774091,0.000003700263,0.00006431194],"genre_scores_gemma":[0.9989902,0.0004031209,0.0002668061,0.00006474918,0.00008876309,0.00001942167,8.871958e-7,0.00001619433,0.0001498861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002553906,"threshold_uncertainty_score":0.3704751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675668922515092,"score_gpt":0.2848674736016066,"score_spread":0.2581107843764557,"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."}}