{"id":"W3157947600","doi":"10.1016/j.jand.2021.03.017","title":"Academy of Nutrition and Dietetics Nutrition Research Network: Rationale and Protocol for a Study to Validate the Academy of Nutrition and Dietetics/American Society for Parenteral and Enteral Nutrition Consensus-Derived Diagnostic Indicators For Adult And Pediatric Malnutrition and to Determine Optimal Registered Dietitian Nutritionist Staffing in Acute Care Hospital Settings","year":2021,"lang":"en","type":"article","venue":"Journal of the Academy of Nutrition and Dietetics","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission; Academy of Nutrition and Dietetics; Academy of Nutrition and Dietetics Foundation","keywords":"Medicine; Malnutrition; Nutritionist; Parenteral nutrition; Clinical nutrition; Bioelectrical impedance analysis; Medical nutrition therapy; Pediatrics; Intensive care medicine; Body mass index; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1878189,0.003848082,0.006943086,0.00636607,0.0132082,0.006771681,0.004753316,0.01032567,0.03251747],"category_scores_gemma":[0.1666382,0.005150802,0.005497971,0.006587082,0.005804106,0.004955591,0.005044729,0.01831307,0.0197389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041661,"about_ca_system_score_gemma":0.06050326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005632981,"about_ca_topic_score_gemma":0.01127113,"domain_scores_codex":[0.878715,0.07829987,0.02667007,0.003847915,0.008059989,0.00440716],"domain_scores_gemma":[0.8510827,0.04417993,0.01856296,0.02511197,0.05126665,0.009795858],"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":[0.1549698,0.04332595,0.02255926,0.03140727,0.002974428,0.001613015,0.01143358,0.006409801,0.009765491,0.04751713,0.3943883,0.2736359],"study_design_scores_gemma":[0.2059786,0.01685916,0.05714098,0.04277399,0.001911324,0.0009808531,0.005144101,0.008869749,0.007867979,0.02969246,0.6214529,0.001327889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009217377,0.000168979,0.005541146,0.001078645,0.0003603482,0.9877207,0.002389413,0.0001063492,0.001712686],"genre_scores_gemma":[0.0006065954,0.00006558503,0.009032395,0.0005580334,0.00004422943,0.9890126,0.0004208451,0.00001015084,0.0002496332],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1878189,"threshold_uncertainty_score":0.9932932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09012394246654662,"score_gpt":0.4225505853223094,"score_spread":0.3324266428557627,"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."}}