{"id":"W4309626400","doi":"10.1016/j.pan.2022.06.224","title":"Distal Pancreatectomy Fistula Risk Score (D-FRS): Development and International Validation","year":2022,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Pancreatic fistula; Splenectomy; Distal pancreatectomy; Perioperative; Pancreatectomy; Surgery; Complication; Pancreatitis; Gastroenterology; Internal medicine; Spleen; Pancreas; Resection","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":[0.01532794,0.001297934,0.00114552,0.003176075,0.0006169354,0.001795921,0.001478144,0.0009088806,0.00240255],"category_scores_gemma":[0.02453946,0.0003668456,0.001781253,0.0020578,0.001286997,0.001371166,0.002841152,0.001638719,0.0009728126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175921,"about_ca_system_score_gemma":0.002540591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003004043,"about_ca_topic_score_gemma":0.002178231,"domain_scores_codex":[0.9946439,0.001618651,0.0008364673,0.0009073049,0.001659423,0.0003342012],"domain_scores_gemma":[0.9855048,0.003497019,0.002786296,0.00146499,0.005848134,0.0008987265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001676209,0.0005534697,0.8525286,0.0002849996,0.001134439,0.00007629411,0.0004390601,0.00229174,0.001137232,0.001948362,0.007151624,0.1307779],"study_design_scores_gemma":[0.0008018487,0.002325554,0.947599,0.0004641676,0.0009347061,0.001097906,0.0006505531,0.008300639,0.002763551,0.002535915,0.03242872,0.00009747314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380752,0.004296537,0.02588783,0.001773698,0.0007930214,0.001428241,0.008555794,0.0003198212,0.01887001],"genre_scores_gemma":[0.9527568,0.001295738,0.02708933,0.0004185396,0.0002057891,0.001301685,0.01376131,0.00013622,0.003034533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01532794,"threshold_uncertainty_score":0.08106291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03721303025636772,"score_gpt":0.3256658335304453,"score_spread":0.2884528032740776,"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."}}