{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007175658,0.0003774506,0.0004699774,0.002944276,0.0004380216,0.00190745,0.001030681,0.0008737318,0.006076364],"category_scores_gemma":[0.04173746,0.0001941735,0.0009274923,0.002264061,0.0009838861,0.001635939,0.001120282,0.001002687,0.0008664271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634937,"about_ca_system_score_gemma":0.001956273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005059907,"about_ca_topic_score_gemma":0.004550352,"domain_scores_codex":[0.9954551,0.001987209,0.000587804,0.0004650936,0.001078505,0.0004263887],"domain_scores_gemma":[0.9645818,0.01585075,0.009021862,0.003264782,0.00465465,0.00262608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001656452,0.0001382501,0.9822473,0.00005509092,0.00014114,0.0000633814,0.00003838275,0.0007134972,0.0002083328,0.0008453706,0.001431847,0.01246094],"study_design_scores_gemma":[0.0001393706,0.0007496604,0.9854698,0.0001278935,0.0001823268,0.0005062017,0.0003011172,0.005169271,0.0006953703,0.001929658,0.004705133,0.00002416707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765513,0.001318933,0.001464101,0.002043551,0.0001435934,0.0001324153,0.007270048,0.00002188088,0.01105425],"genre_scores_gemma":[0.9957403,0.000176022,0.0006678968,0.000140832,0.00005516874,0.00004084148,0.002585266,0.000009296063,0.0005843182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007175658,"threshold_uncertainty_score":0.03794897,"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."}}