{"id":"W2947622879","doi":"10.1016/j.hpb.2019.04.013","title":"Assessing the influence of experience in pancreatic surgery: a risk-adjusted analysis using the American College of Surgeons NSQIP database","year":2019,"lang":"en","type":"article","venue":"HPB","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; Pancreatectomy; Perioperative; Pancreatic fistula; General surgery; Distal pancreatectomy; Pancreaticoduodenectomy; Surgery; Internal medicine; Resection; 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":[0.001657613,0.0001104109,0.0009393512,0.000306209,0.00007765929,0.000007272543,0.0001836769,0.0000357319,0.0001077207],"category_scores_gemma":[0.001423507,0.0000618424,0.0001413154,0.002669611,0.0006644404,0.0001127576,0.00008339973,0.0002305929,0.000003340999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006325103,"about_ca_system_score_gemma":0.0004873159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098886,"about_ca_topic_score_gemma":0.0004317828,"domain_scores_codex":[0.9980176,0.0005797987,0.0004990764,0.0002087124,0.000414206,0.0002805893],"domain_scores_gemma":[0.9956291,0.002925888,0.0004734037,0.0007430853,0.0001658718,0.00006262803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009715503,0.00008971035,0.9908852,0.00005794212,0.0002577508,0.00002227731,0.0008919598,0.0003445688,0.007080237,0.00001616089,0.00002045595,0.0002365808],"study_design_scores_gemma":[0.0002772857,0.0000448797,0.9391218,0.0001625214,0.0007501395,0.00001357992,0.007439082,0.05187541,0.0002357773,0.000003438566,0.00001827136,0.00005778009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988506,0.0001135841,0.0003757862,0.0000825635,0.00001656719,0.0003948451,0.00005366733,0.000006737786,0.000105675],"genre_scores_gemma":[0.9985905,0.00014476,0.001081978,0.00007181088,0.000008734099,0.00002048637,0.000008623017,0.000008529417,0.00006457337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05176336,"threshold_uncertainty_score":0.9955971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08065638666645941,"score_gpt":0.4054174866032644,"score_spread":0.324761099936805,"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."}}