{"id":"W4393040993","doi":"10.4240/wjgs.v16.i3.681","title":"Rescue from complications after pancreaticoduodenectomies at a low-volume Caribbean center: Value of tailored peri-pancreatectomy protocols","year":2024,"lang":"en","type":"article","venue":"World Journal of Gastrointestinal Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Surgery; Complication; Anastomosis; Pancreatectomy; Septic shock; Perioperative; Gastric emptying; Mortality rate; Pseudoaneurysm; General surgery; Sepsis; Resection; Internal medicine","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":[0.001002782,0.0003088921,0.001497949,0.0007760396,0.0001009455,0.000060766,0.0002161483,0.00006052238,0.001141987],"category_scores_gemma":[0.0008543762,0.0002415249,0.0006234488,0.0005980033,0.00043239,0.0001702706,0.0001276507,0.000659028,0.00007780051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004774826,"about_ca_system_score_gemma":0.0009789586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002928641,"about_ca_topic_score_gemma":0.0001043108,"domain_scores_codex":[0.9966518,0.000305225,0.001420579,0.0003456746,0.0007393107,0.000537353],"domain_scores_gemma":[0.996545,0.00155475,0.0003965207,0.000463048,0.0006109301,0.0004297612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003698729,0.0004306815,0.9699586,0.0005327471,0.0004010645,0.001767924,0.0001960258,0.00001180058,0.01392614,0.00007044117,0.008414732,0.0005910865],"study_design_scores_gemma":[0.001324681,0.000752099,0.9689157,0.01419772,0.0005186396,0.006647055,0.0001140897,0.001404954,0.001130832,0.0001763279,0.004615818,0.0002021057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991994,0.0009719951,0.001151393,0.002176863,0.0001143172,0.002222876,0.0001378327,0.00005327119,0.001177434],"genre_scores_gemma":[0.9849302,0.00005651304,0.01189487,0.0001044731,0.0004516329,0.0006807517,0.00004662803,0.00005633733,0.00177859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01366497,"threshold_uncertainty_score":0.9997711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855211357578551,"score_gpt":0.3163868470994388,"score_spread":0.2878347335236532,"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."}}