{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004895619,0.0002005369,0.0001995662,0.0008568236,0.0005755448,0.001484757,0.0007215226,0.0002415477,0.0008414836],"category_scores_gemma":[0.0244924,0.0001580934,0.0001983381,0.0007994031,0.0004886611,0.000689979,0.001750678,0.0004284293,0.00007260701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003464745,"about_ca_system_score_gemma":0.004735178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149228,"about_ca_topic_score_gemma":0.02256059,"domain_scores_codex":[0.9965233,0.001895386,0.0004476309,0.0001946344,0.0005914853,0.0003475707],"domain_scores_gemma":[0.9823036,0.003848664,0.008659713,0.0008269201,0.001793626,0.002567451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000584786,0.0003034425,0.90563,0.0002083067,0.00006691772,0.0002280878,0.001028598,0.0008337827,0.0005043034,0.0001273612,0.0006846064,0.08979979],"study_design_scores_gemma":[0.00007291091,0.002109775,0.9896811,0.0004899348,0.00006553804,0.0003755396,0.002700116,0.001737683,0.0006301692,0.0001314331,0.001972683,0.00003314216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961333,0.0006718435,0.0004773807,0.0005920381,0.00001640764,0.000240566,0.00009900283,0.00002157519,0.001747881],"genre_scores_gemma":[0.9979215,0.0004248549,0.001184206,0.000119828,0.00001258861,0.00009122566,0.0001315289,0.000003668626,0.0001106243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01149228,"threshold_uncertainty_score":0.02589077,"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."}}