{"id":"W4298088677","doi":"10.1097/sla.0000000000005713","title":"Total Pancreatectomy With Islet Autotransplantation as an Alternative to High-risk Pancreatojejunostomy After Pancreaticoduodenectomy","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"European Foundation for the Study of Diabetes; Associazione Italiana per la Ricerca sul Cancro; Roche Diabetes Care; European Commission; Ministero della Salute; Eli Lilly and Company","keywords":"Medicine; Hazard ratio; Autotransplantation; Odds ratio; Pancreatic fistula; Internal medicine; Pancreaticoduodenectomy; Surgery; Diabetes mellitus; Gastroenterology; Pancreatectomy; Cumulative incidence; Confidence interval; Transplantation; Pancreas; Endocrinology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001262885,0.0003333716,0.001314476,0.0006451539,0.0002470356,0.00002304249,0.0001656943,0.00009489761,0.001994868],"category_scores_gemma":[0.0002245726,0.0002798982,0.0002540023,0.0007578588,0.0001774254,0.0002400562,0.00009408264,0.0004597328,0.00007870713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008420923,"about_ca_system_score_gemma":0.0006420974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006086095,"about_ca_topic_score_gemma":0.00004076439,"domain_scores_codex":[0.9964434,0.0005836781,0.0006060383,0.0006174985,0.001062485,0.0006869072],"domain_scores_gemma":[0.9972599,0.0009658094,0.0002696652,0.0006099506,0.0004174673,0.0004772091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0173289,0.000933724,0.9676404,0.0001831263,0.001373279,0.001652291,0.002183134,0.0001984613,0.001158048,0.0003152814,0.001984994,0.005048337],"study_design_scores_gemma":[0.002341551,0.004489987,0.9734881,0.0002955592,0.0008215017,0.0007495966,0.0009298684,0.0002739949,0.01410053,0.0005261378,0.001455764,0.0005274191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947314,0.0003149049,0.0002249868,0.001385853,0.0001143972,0.0008767977,0.0004012482,0.00009517693,0.001855251],"genre_scores_gemma":[0.9948941,0.0005309087,0.001049447,0.001276447,0.0002161035,0.0008463907,0.0002440602,0.00006609096,0.0008764408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01498735,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08624218112830416,"score_gpt":0.3558644641671917,"score_spread":0.2696222830388875,"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."}}