{"id":"W4412163029","doi":"10.3390/dietetics4030029","title":"Determining Patient Satisfaction, Nutrition, and Environmental Impacts of Inpatient Food at a Tertiary Care Hospital in Canada: A Prospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Dietetics","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Medicine; Prospective cohort study; Cohort; Food waste; Malnutrition; Food service; Cohort study; Environmental health; Meal; Emergency medicine; Business; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009783598,0.0004886961,0.0006060951,0.001211338,0.002919984,0.001528957,0.001216784,0.0006945567,0.001824965],"category_scores_gemma":[0.001847259,0.0006428598,0.0008475641,0.004089596,0.001015777,0.0005924047,0.001250999,0.001206869,0.0003551165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01466753,"about_ca_system_score_gemma":0.01407829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8775972,"about_ca_topic_score_gemma":0.8944847,"domain_scores_codex":[0.9985356,0.0001356133,0.0001030791,0.0002376964,0.0004378289,0.0005501381],"domain_scores_gemma":[0.9967787,0.0001668118,0.0006883566,0.0001645632,0.001063754,0.001137884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007310921,0.0000978481,0.9984616,0.000008046082,0.00002277821,0.00006216983,0.0003320593,0.00001851172,0.00009426325,0.00001041349,0.0001560234,0.0006630595],"study_design_scores_gemma":[0.00001202404,0.0001446952,0.998233,0.000009237829,0.00001656532,0.00006258415,0.001157958,0.0001522294,0.00002962342,0.000007242962,0.000164408,0.00001041255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988912,0.00005932371,0.00003982695,0.00006185834,0.000002665707,0.00005674968,0.0006100268,0.000002937491,0.0002755035],"genre_scores_gemma":[0.998687,0.0001130848,0.0001323881,0.0001110853,0.000004705149,0.00003332915,0.0006744827,0.000003367117,0.0002405553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1224028,"threshold_uncertainty_score":0.2462472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005370604026026535,"score_gpt":0.2437191830867537,"score_spread":0.2383485790607272,"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."}}