{"id":"W4225595268","doi":"10.1016/j.surg.2021.09.006","title":"Clinical and economic validation of grade B postoperative pancreatic fistula subclassification","year":2022,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic fistula; Fistula; Pancreaticoduodenectomy; Leak; Surgery; Gastroenterology; Pancreas; Internal medicine","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":[0.001328911,0.00006153184,0.0004369699,0.0001121729,0.0001000888,0.000004321601,0.00003268233,0.00004151236,0.0004960055],"category_scores_gemma":[0.0002810624,0.00005666407,0.00007798329,0.00007836147,0.0001811802,0.0000382207,0.00004503714,0.0001598231,0.0000127634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008048477,"about_ca_system_score_gemma":0.0004041312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007845,"about_ca_topic_score_gemma":0.000003254588,"domain_scores_codex":[0.998816,0.0003414061,0.0004066685,0.0001778299,0.0001404248,0.0001177369],"domain_scores_gemma":[0.9984913,0.001105336,0.00011546,0.0001750733,0.00003835898,0.00007444196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001805871,0.000126689,0.9939167,0.00002944346,0.00007162509,0.000009856878,0.0001425045,0.000002468057,0.0005830432,0.0004249605,0.002792376,0.001719779],"study_design_scores_gemma":[0.0005653946,0.000249821,0.9943724,0.00001658026,0.0001121987,0.00005529767,0.0003689975,0.0009448387,0.0005795378,0.0002438003,0.002426852,0.00006431397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963025,0.0001949828,0.00003462904,0.001818469,0.0001338511,0.0002389451,0.00001857611,0.0000132768,0.00124481],"genre_scores_gemma":[0.9984129,0.0002604766,0.0002001832,0.0001326326,0.00005407091,0.00006034773,0.00009514923,0.000008303788,0.0007759467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002110429,"threshold_uncertainty_score":0.5430912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0978125078563354,"score_gpt":0.3869345929759957,"score_spread":0.2891220851196603,"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."}}