{"id":"W3098512686","doi":"10.1016/j.clnesp.2020.09.461","title":"Nutrition practices around surgery for head & neck and esophageal cancer: results from the international nutrition audit in foregut tumors (inform)","year":2020,"lang":"en","type":"article","venue":"Clinical Nutrition ESPEN","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Foregut; Esophageal cancer; Head and neck cancer; Head and neck; Audit; Parenteral nutrition; General surgery; Intensive care medicine; Cancer; Internal medicine; Surgery","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":[0.001297614,0.0001689971,0.0002404119,0.001280565,0.000464734,0.0006931961,0.0003108789,0.0005111624,0.001114224],"category_scores_gemma":[0.006272173,0.0002676958,0.0004985442,0.002650803,0.0002201542,0.000852691,0.001863536,0.0005838352,0.0003150892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072962,"about_ca_system_score_gemma":0.001676148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04765471,"about_ca_topic_score_gemma":0.08017015,"domain_scores_codex":[0.9989015,0.0002445996,0.0002341709,0.0001122241,0.0002792978,0.0002281615],"domain_scores_gemma":[0.9945267,0.0006252461,0.002667237,0.0002180323,0.001244746,0.0007180155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005489409,0.00005466792,0.9952425,0.00002967242,0.00002072516,0.00002303469,0.0002264892,0.00002623806,0.00004033448,0.000007744005,0.0009215092,0.003352256],"study_design_scores_gemma":[0.000002264,0.00004150053,0.9988691,0.00002026587,0.00001165584,0.00002109418,0.0004362358,0.00003021437,0.00003865657,0.000003772292,0.0005225029,0.000002527166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917544,0.0003509123,0.00007174135,0.0004244652,0.00002767625,0.00004734164,0.005207762,0.00001171213,0.002103976],"genre_scores_gemma":[0.9910125,0.0006844196,0.0004059463,0.0003712727,0.00002226256,0.00008610589,0.006237357,0.000009557919,0.001170604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04765471,"threshold_uncertainty_score":0.0947547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1852382622365482,"score_gpt":0.4259961705307699,"score_spread":0.2407579082942218,"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."}}