{"id":"W4413950279","doi":"10.1016/j.clnu.2025.08.029","title":"ESPEN guideline on clinical nutrition in surgery – Update 2025","year":2025,"lang":"en","type":"article","venue":"Clinical Nutrition","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"European Society for Clinical Nutrition and Metabolism","keywords":"Medicine; Guideline; Intensive care medicine; Clinical nutrition; Gerontology; General surgery; Internal medicine; Pathology","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":[0.004544971,0.001461962,0.002300802,0.004489435,0.0006032538,0.002319482,0.002747034,0.007078999,0.01225052],"category_scores_gemma":[0.0142634,0.0005967467,0.002226567,0.003485801,0.0006792053,0.001542788,0.002293858,0.005319466,0.01204409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002985889,"about_ca_system_score_gemma":0.009465962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01478255,"about_ca_topic_score_gemma":0.04394913,"domain_scores_codex":[0.9950511,0.001305528,0.001142757,0.0001861141,0.001939871,0.0003746422],"domain_scores_gemma":[0.989626,0.002464243,0.001851041,0.0002180243,0.004959612,0.0008811594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006714534,0.000066387,0.0003148229,0.002510917,0.00006044409,0.0001091831,0.00002656697,0.0002018701,0.0001671066,0.0007839496,0.8681269,0.1275646],"study_design_scores_gemma":[0.0001158833,0.0000611807,0.001771537,0.01201968,0.0001583153,0.0003118798,0.00003758745,0.0001143275,0.0001232856,0.0008762677,0.9843861,0.00002404768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002280049,0.5132322,0.005521989,0.2166386,0.07878374,0.0009252744,0.01419668,0.001043591,0.1673779],"genre_scores_gemma":[0.01004453,0.5830191,0.02639079,0.2102701,0.03230668,0.002025226,0.03848638,0.0005351221,0.09692212],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01478255,"threshold_uncertainty_score":0.04098207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1893347838634452,"score_gpt":0.530596341934782,"score_spread":0.3412615580713367,"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."}}