{"id":"W4285090949","doi":"10.1111/jhn.13064","title":"Nutrition education: Optimising preparation and recovery for benign oesophageal surgery","year":2022,"lang":"en","type":"article","venue":"Journal of Human Nutrition and Dietetics","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McGill University; Alberta Health Services","funders":"","keywords":"Medicine; Perioperative; Nutrition Education; Thematic analysis; Patient education; Qualitative research; Reflexivity; Clinical nutrition; Surgery; Nursing; General surgery; Gerontology; 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":[0.0004785651,0.0000979828,0.0003013191,0.0003126116,0.0002875991,0.00005262003,0.00002631128,0.00004914273,0.00004556859],"category_scores_gemma":[0.00008932634,0.0001038196,0.0001457342,0.00009663039,0.00003940843,0.0002477485,0.00002158071,0.00018368,1.840502e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009936544,"about_ca_system_score_gemma":0.0001276012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.776185e-7,"about_ca_topic_score_gemma":7.136417e-7,"domain_scores_codex":[0.998974,0.00007087485,0.0004881147,0.0001340183,0.0002159558,0.0001170196],"domain_scores_gemma":[0.9989811,0.000258478,0.0003307647,0.00008543405,0.000232711,0.0001114971],"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":[0.01289211,0.01687513,0.007901493,0.01114468,0.0006236548,0.0002586228,0.002809833,0.0001973618,0.07932509,0.001512871,0.7463441,0.1201151],"study_design_scores_gemma":[0.03485009,0.03166597,0.04094806,0.01119119,0.002675494,0.02082931,0.01581741,0.001913418,0.06721216,0.08213421,0.6882539,0.002508775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843351,0.01046198,0.001158195,0.002299903,0.0009496774,0.0006011556,0.00002391586,0.000016625,0.0001534337],"genre_scores_gemma":[0.9902342,0.002518461,0.005428769,0.000551593,0.0008199059,0.00009788878,0.00008284992,0.00001835694,0.0002479691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176063,"threshold_uncertainty_score":0.4233643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871228715449236,"score_gpt":0.3157778786900149,"score_spread":0.2870655915355226,"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."}}