{"id":"W2891445015","doi":"10.1016/j.hpb.2018.02.581","title":"WBC count as a surrogate of SIRS in the early post-operative period. Can it predict outcomes after pancreaticoduodenectomy?","year":2018,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Internal medicine; Gastroenterology; Pancreatic fistula; Point of delivery; Amylase; Surgery; Pancreas","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000659367,0.0001690141,0.0006455969,0.0001233192,0.00007834644,0.00002153141,0.0001820275,0.0001148931,0.001226038],"category_scores_gemma":[0.00062803,0.00009772989,0.00008759602,0.0002196765,0.0005810413,0.00006031423,0.00005733641,0.0002542923,0.0001677367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009709278,"about_ca_system_score_gemma":0.0005194034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003800398,"about_ca_topic_score_gemma":0.003008471,"domain_scores_codex":[0.9982906,0.0002372302,0.0003525315,0.0002395358,0.0005071609,0.0003729641],"domain_scores_gemma":[0.9986681,0.0003695733,0.00006768681,0.0004370011,0.0003507369,0.0001068665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000741441,0.0001816774,0.9715974,0.00004772298,0.0001521231,0.0001852993,0.02559417,1.248064e-7,0.0005102539,0.000102389,0.0005275474,0.000359881],"study_design_scores_gemma":[0.002033108,0.001880614,0.9893519,0.0001405202,0.0001567129,0.00006730095,0.004633392,0.0003033234,0.0001737879,0.00003172503,0.001129803,0.00009780763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856367,0.0001362201,0.00001512086,0.004118063,0.00006086909,0.0007425024,0.00004784413,0.00001632922,0.00922634],"genre_scores_gemma":[0.9935457,0.00005656897,0.0004002298,0.002075709,0.00011067,0.0001714547,0.00001265394,0.00001686966,0.003610169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02096078,"threshold_uncertainty_score":0.999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345117986908377,"score_gpt":0.3486303025827882,"score_spread":0.3251791227137044,"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."}}