{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005041601,0.0001539726,0.0004614874,0.0001971254,0.0004147262,0.00001422091,0.0001339234,0.00007979951,0.00140645],"category_scores_gemma":[0.0002403226,0.0001421936,0.00005038424,0.0001571279,0.0001766286,0.00004511914,0.0002894983,0.0003996383,0.00004790587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256221,"about_ca_system_score_gemma":0.0002807552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000182498,"about_ca_topic_score_gemma":0.00001832791,"domain_scores_codex":[0.9984362,0.000234778,0.0003165922,0.0003793332,0.0003011571,0.000331923],"domain_scores_gemma":[0.9992068,0.0002195805,0.0001184549,0.0002201384,0.00007757037,0.0001574801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005754633,0.0001661068,0.9839305,0.00002804022,0.000306292,0.000176466,0.0005793725,0.000002449513,0.0003262258,0.001225602,0.001109281,0.01157422],"study_design_scores_gemma":[0.004681122,0.0005925247,0.8538128,0.00002489884,0.0004226696,0.002543161,0.0008615464,0.0007902263,0.001444567,0.0007992294,0.1337446,0.000282754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844647,0.0005547225,0.0004500542,0.0009096101,0.0001938487,0.0003808099,0.00004258044,0.00006963161,0.01293405],"genre_scores_gemma":[0.9926628,0.0002151715,0.002844492,0.0002013167,0.00008940408,0.0003222446,0.0003193392,0.00002000654,0.003325221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1326353,"threshold_uncertainty_score":0.9995064,"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."}}