{"id":"W4405398849","doi":"10.1016/j.clnesp.2024.12.011","title":"Preoperative immunonutrition and postoperative outcomes in patients with cancer undergoing major abdominal surgery: Retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Clinical Nutrition ESPEN","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Medicine; Retrospective cohort study; Surgery; Cohort; Abdominal surgery; Cancer surgery; Cancer; Cohort study; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009260199,0.0002339706,0.0009064446,0.0003062544,0.0001516663,0.0001088118,0.0000483373,0.0001351206,0.0002250765],"category_scores_gemma":[0.0002909012,0.0001833632,0.0001088915,0.0004090273,0.0001673775,0.000346434,0.00003854225,0.0006374118,0.00002040665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088649,"about_ca_system_score_gemma":0.0002216835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001119362,"about_ca_topic_score_gemma":0.0003511612,"domain_scores_codex":[0.997485,0.0003283403,0.0008397296,0.0006661084,0.0003966469,0.0002841192],"domain_scores_gemma":[0.9982647,0.0009289754,0.00009921205,0.0001916364,0.0003332458,0.0001821889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001947137,0.003577832,0.9916164,0.0003217112,0.0002191645,0.00007901948,0.0003191854,1.47556e-7,0.00001294943,0.0001189562,0.0009912194,0.0007962418],"study_design_scores_gemma":[0.01126949,0.001947558,0.9828333,0.002359842,0.0001642649,0.00000802231,0.0006052992,0.000071289,0.0000307315,0.0002759905,0.00022356,0.0002106339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882581,0.0007450192,0.00002883586,0.006496964,0.0003728178,0.003746992,0.00007516504,0.00009362519,0.000182441],"genre_scores_gemma":[0.996387,0.000998968,0.0005508016,0.0009917945,0.0001697947,0.0005685416,0.00012051,0.00003515827,0.0001774539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009322356,"threshold_uncertainty_score":0.7477335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733458082432125,"score_gpt":0.395764361676967,"score_spread":0.3584297808526458,"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."}}