{"id":"W4408724929","doi":"10.1093/bjs/znae313","title":"International multicentre validation of the left pancreatectomy pancreatic fistula prediction models and development and validation of the combined DISPAIR-FRS prediction model","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Paulon Säätiö; Syöpäsäätiö; Suomen Lääketieteen Säätiö","keywords":"Medicine; Pancreatic fistula; Pancreatectomy; Model validation; Distal pancreatectomy; General surgery; Internal medicine; 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":[0.03566488,0.001836413,0.001260459,0.002311989,0.0004852673,0.001698977,0.00207848,0.0008019467,0.001492026],"category_scores_gemma":[0.04101112,0.0005334248,0.003051731,0.002148946,0.0005975384,0.001064495,0.003226806,0.001682249,0.0008085404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073939,"about_ca_system_score_gemma":0.002049721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006276674,"about_ca_topic_score_gemma":0.004050751,"domain_scores_codex":[0.9896424,0.005861379,0.0007683523,0.00169925,0.001585832,0.0004427524],"domain_scores_gemma":[0.9703874,0.01173413,0.003804215,0.004576434,0.008361903,0.00113594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002744292,0.0005428124,0.8789127,0.0002052275,0.001948817,0.0002159336,0.0003402546,0.05106665,0.001129527,0.0004787119,0.003963432,0.05845177],"study_design_scores_gemma":[0.0007977124,0.002901104,0.614698,0.0002390066,0.001647806,0.000935225,0.0003472348,0.3692917,0.003084561,0.0009615638,0.004951555,0.0001445199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609874,0.0006803095,0.02994858,0.0004306696,0.0001287013,0.0004121446,0.004110587,0.000407953,0.002893623],"genre_scores_gemma":[0.9798592,0.0001344291,0.01354591,0.00007030286,0.00003684781,0.000217553,0.005712456,0.00005539621,0.0003680009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03566488,"threshold_uncertainty_score":0.1886161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396252166016252,"score_gpt":0.2807093637979031,"score_spread":0.2467468421377406,"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."}}