{"id":"W2811346286","doi":"10.1016/j.surg.2018.05.009","title":"Chyle leak after pancreatic surgery: validation of the International Study Group of Pancreatic Surgery classification","year":2018,"lang":"en","type":"article","venue":"Surgery","topic":"Lymphatic Disorders and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Chyle; Medicine; Leak; Surgery; Complication; Incidence (geometry); General surgery","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":[0.003054164,0.0004755482,0.0005752153,0.003057722,0.0007763285,0.001426975,0.0008538211,0.0005846798,0.002817134],"category_scores_gemma":[0.008418922,0.0001496384,0.001060768,0.00214034,0.0008313067,0.001502139,0.001887917,0.000687645,0.0004989785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007143282,"about_ca_system_score_gemma":0.001598867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748469,"about_ca_topic_score_gemma":0.003845902,"domain_scores_codex":[0.9982783,0.0003855964,0.0003673506,0.0002131299,0.0004672902,0.000288364],"domain_scores_gemma":[0.9932545,0.001128964,0.003261509,0.0005984756,0.001218098,0.0005384894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001400987,0.00002240359,0.9968635,0.000026331,0.00002965094,0.00004279873,0.0001259843,0.00005536529,0.0001488084,0.0001289742,0.0002872655,0.002128853],"study_design_scores_gemma":[0.00002239125,0.0001321511,0.9961652,0.00006763325,0.00005624474,0.0004338517,0.0008392195,0.0004075067,0.0002138464,0.0002601976,0.001391608,0.00001012307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988846,0.0006665642,0.001135144,0.0002045439,0.00009791371,0.0001901732,0.002157039,0.00002032647,0.006682248],"genre_scores_gemma":[0.9953547,0.0002391074,0.001234228,0.00004315736,0.00003720272,0.0001502761,0.002519145,0.00001743828,0.0004047195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003057722,"threshold_uncertainty_score":0.01615214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03653715985907924,"score_gpt":0.2751711500488562,"score_spread":0.2386339901897769,"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."}}