{"id":"W4396964992","doi":"10.1016/j.hpb.2024.03.743","title":"Institution specific rates and current trends in treatment of delayed gastric emptying post pancreaticoduodenectomy in Saskatchewan","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatoon Medical Imaging; University of Saskatchewan; Ottawa Hospital","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Gastric emptying; Gastroenterology; General surgery; Institution; Internal medicine; Stomach; Pancreas","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001886602,0.0001217785,0.0004555183,0.000670613,0.00002088352,0.00001184173,0.00002985375,0.00006493929,0.0001222115],"category_scores_gemma":[0.00002473037,0.0000923313,0.00004547984,0.0005995971,0.00009827946,0.00005568302,0.00001665738,0.0001269662,0.00001198403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298957,"about_ca_system_score_gemma":0.0002456757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009367155,"about_ca_topic_score_gemma":0.001121076,"domain_scores_codex":[0.9990416,0.00005098935,0.000305912,0.0002371256,0.0001412988,0.0002231103],"domain_scores_gemma":[0.999586,0.0001416206,0.00002646858,0.0001370072,0.0000301049,0.0000788404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003482874,0.0004361097,0.5948671,0.0001395666,0.00005484377,0.0002477967,0.002721394,0.000003228522,0.003747981,0.0001101018,0.0000709342,0.3972527],"study_design_scores_gemma":[0.003558313,0.001415252,0.9838194,0.0006395645,0.000120706,0.0001163804,0.001299953,0.006764785,0.0005190707,0.000040991,0.001592217,0.0001133947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832002,0.015231,0.0001405052,0.0001272711,0.00007871837,0.0002458965,0.00001215292,0.00001945096,0.000944823],"genre_scores_gemma":[0.9951911,0.003454728,0.0008142216,0.000006909162,0.00006502134,0.00004570113,0.0000515501,0.000009466919,0.0003612977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3971393,"threshold_uncertainty_score":0.3765161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461233554091308,"score_gpt":0.3669120030001814,"score_spread":0.3207886475910506,"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."}}