{"id":"W4211025795","doi":"10.1016/j.ejso.2022.02.008","title":"It is the lymph node ratio that determines survival and recurrence patterns in resected distal cholangiocarcinoma. A multicenter international study","year":2022,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Perineural invasion; Internal medicine; Gastroenterology; Stage (stratigraphy); Lymph node; Neutrophil to lymphocyte ratio; Retrospective cohort study; Overall survival; Survival analysis; Proportional hazards model; Resection margin; Oncology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006792636,0.0002296293,0.0002334335,0.0005069337,0.0001379317,0.0003768591,0.0001996065,0.0002360638,0.001085304],"category_scores_gemma":[0.001472383,0.000112411,0.0002924861,0.0004922373,0.0002579557,0.0004206917,0.000299233,0.000246169,0.0002538249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452116,"about_ca_system_score_gemma":0.0001328343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000916147,"about_ca_topic_score_gemma":0.00133713,"domain_scores_codex":[0.9997771,0.00007908946,0.00002178625,0.00004563273,0.00002832607,0.00004797824],"domain_scores_gemma":[0.9993199,0.0001545324,0.0002935248,0.00006640685,0.00004893345,0.0001166547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001183704,0.00002680735,0.9934527,0.00001403019,0.0000924921,0.00009536133,0.0000428067,0.00005335062,0.001209862,0.00002728456,0.00009302951,0.003708623],"study_design_scores_gemma":[0.00002566239,0.0003133913,0.9978938,0.00000782346,0.0001213224,0.0005469928,0.0001494029,0.0001299055,0.000303793,0.00004948499,0.0004537818,0.000004731187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997849,0.001081233,0.00009675919,0.00005176667,0.000007614213,0.000003162384,0.0001424676,0.000002951012,0.0007650572],"genre_scores_gemma":[0.9994979,0.0001375984,0.00003547014,0.00001723143,0.00001536157,0.000001867206,0.0001527209,0.000001911124,0.0001399488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001085304,"threshold_uncertainty_score":0.003630757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209750705344534,"score_gpt":0.3190533003095471,"score_spread":0.2769557932561018,"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."}}