{"id":"W4248781141","doi":"10.1016/j.pan.2021.05.283","title":"Clinical and economic validation of grade B postoperative pancreatic fistula subclassification","year":2021,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Logistic regression; Stepwise regression; Pancreatic fistula; Cohort; Internal medicine; Injury Severity Score; Prospective cohort study; Cohort study; Surgery; Emergency medicine; Poison control; Injury prevention; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005462538,0.0003519548,0.0004243802,0.003653637,0.0004937104,0.001889415,0.0009409336,0.0007952483,0.005822173],"category_scores_gemma":[0.02955478,0.0001796979,0.0007226212,0.00238187,0.001003928,0.001624229,0.001269664,0.0008341892,0.000968218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375643,"about_ca_system_score_gemma":0.001539098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004284512,"about_ca_topic_score_gemma":0.003877624,"domain_scores_codex":[0.9964092,0.001339819,0.0005660433,0.0003507278,0.0009796285,0.0003546832],"domain_scores_gemma":[0.9755226,0.008701967,0.006925834,0.002404266,0.004266687,0.002178589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008463284,0.00007990571,0.9878442,0.00003526542,0.00005671759,0.00007952969,0.00004048058,0.0002960116,0.0002338119,0.0005489711,0.0007962756,0.009142417],"study_design_scores_gemma":[0.00005237763,0.000447279,0.9908449,0.00008280302,0.000081884,0.000628072,0.0003443712,0.002488384,0.0006215363,0.001143693,0.003247718,0.00001697355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789008,0.001223173,0.00124651,0.001278207,0.0001216144,0.0001029085,0.004211171,0.00002288317,0.0128928],"genre_scores_gemma":[0.9967495,0.0001652808,0.0006875357,0.00008686327,0.00004700939,0.00003290757,0.001621042,0.000009740269,0.0006000385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005822173,"threshold_uncertainty_score":0.028889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.038953831954194,"score_gpt":0.3398790909137572,"score_spread":0.3009252589595632,"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."}}