{"id":"W3004330371","doi":"10.1016/j.jamcollsurg.2019.12.025","title":"Development and Validation of a Laboratory Risk Score (LabScore) to Predict Outcomes after Resection for Intrahepatic Cholangiocarcinoma","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hazard ratio; Internal medicine; Gastroenterology; Hepatectomy; Intrahepatic Cholangiocarcinoma; Neutrophil to lymphocyte ratio; Confidence interval; Proportional hazards model; Lymphocyte; Surgery; 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":[0.0003212205,0.0001154776,0.0005760652,0.0001428672,0.00005919716,0.000004426433,0.0000922606,0.00002060832,0.000004791711],"category_scores_gemma":[0.0005639514,0.00007613324,0.0001757233,0.0004927349,0.0001161055,0.00005964647,0.00006177516,0.0001264726,2.795078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006554725,"about_ca_system_score_gemma":0.000288959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004756288,"about_ca_topic_score_gemma":0.00006407432,"domain_scores_codex":[0.9988561,0.0000599211,0.0005288848,0.0001161813,0.0003127268,0.0001261777],"domain_scores_gemma":[0.998436,0.000167808,0.0007081679,0.0001361393,0.0004147298,0.0001371202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002327139,0.00005728228,0.990304,0.0001414575,0.000399367,0.00001058918,0.001667635,0.000008169159,0.001506587,0.000004887342,0.002551243,0.001021625],"study_design_scores_gemma":[0.00098405,0.00097882,0.9805762,0.0001825597,0.0003262108,0.00001810127,0.001151623,0.00001689956,0.01421233,0.000008675787,0.001474338,0.00007022904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949449,0.0003567816,0.0001538935,0.003808489,0.0001327511,0.0003852577,0.0001984781,0.00000447695,0.0000149831],"genre_scores_gemma":[0.9968979,0.00005781568,0.002503365,0.0004122648,0.00007245524,0.00001892017,0.000001054927,0.00001412374,0.00002210837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01270574,"threshold_uncertainty_score":0.3104624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176864283070277,"score_gpt":0.2589612966691867,"score_spread":0.237192653838484,"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."}}