{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009917546,0.00009198062,0.0004115967,0.0001495919,0.0001271866,0.00002274945,0.00009096498,0.00009178703,0.00001323471],"category_scores_gemma":[0.0005856713,0.00006757373,0.000094266,0.000137829,0.0001738776,0.0002060537,0.00007451305,0.0002104829,8.712998e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144729,"about_ca_system_score_gemma":0.0004909759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005833344,"about_ca_topic_score_gemma":0.000006790463,"domain_scores_codex":[0.9983532,0.0001685973,0.0007554567,0.0001228612,0.0004796742,0.0001202557],"domain_scores_gemma":[0.9985504,0.0003528334,0.0004491798,0.0001189217,0.0004720412,0.00005661439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003858654,0.0002124944,0.9856318,0.0002583386,0.0003774051,0.000006035171,0.0004542774,0.001177715,0.001342259,0.00003468916,0.0007014053,0.009417731],"study_design_scores_gemma":[0.002118121,0.00006076382,0.9281973,0.002571178,0.0004165466,0.0003876157,0.0002921051,0.05625658,0.009192878,0.0003909658,0.00006086686,0.00005508792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994315,0.0003632213,0.003852753,0.0004614393,0.0002493618,0.0003358292,0.00003792541,0.000006787072,0.0003776922],"genre_scores_gemma":[0.9974105,0.00137254,0.0008164918,0.00003088974,0.00003627392,0.00000757779,0.00002016128,0.000007715613,0.0002978315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0574345,"threshold_uncertainty_score":0.2755577,"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."}}