{"id":"W4365140010","doi":"10.1007/s13304-023-01501-y","title":"Routes of nutrition for pancreatic fistula after pancreatoduodenectomy: a prospective snapshot study identifies the need for therapy standardization","year":2023,"lang":"en","type":"article","venue":"Updates in Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Parenteral nutrition; Pancreatic fistula; Adverse effect; Prospective cohort study; Surgery; Pancreaticoduodenectomy; Feeding tube; Internal medicine; General surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727831,0.0001676174,0.0004838546,0.000937219,0.0004663068,0.002530552,0.0004342168,0.0004748531,0.001759361],"category_scores_gemma":[0.006640245,0.0002179588,0.0007753806,0.002049391,0.0002310749,0.00198885,0.0009795859,0.00106158,0.0003293087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006526837,"about_ca_system_score_gemma":0.001419753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004082428,"about_ca_topic_score_gemma":0.008347616,"domain_scores_codex":[0.9990907,0.0002545014,0.0001867767,0.0001507335,0.0001776029,0.0001397137],"domain_scores_gemma":[0.9940225,0.001351279,0.002275518,0.00052436,0.001098998,0.0007274209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003310511,0.00008774926,0.9787731,0.00007753282,0.000103276,0.0001452812,0.0002343006,0.00005282617,0.000164518,0.000169504,0.0007916935,0.0190693],"study_design_scores_gemma":[0.00002081565,0.0002968578,0.9898173,0.0003421442,0.0002019177,0.001112694,0.002448366,0.0002062236,0.0001762935,0.0003943099,0.004960074,0.00002294015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988245,0.004347305,0.001006074,0.001660053,0.00009378991,0.00003244351,0.001981903,0.00001661678,0.002616815],"genre_scores_gemma":[0.9890141,0.005173224,0.002025677,0.0005232018,0.00009446953,0.00003851912,0.002615905,0.00002873028,0.000486271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004082428,"threshold_uncertainty_score":0.00913775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04270513687216083,"score_gpt":0.3570837719072695,"score_spread":0.3143786350351087,"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."}}