{"id":"W2793000807","doi":"10.1111/1747-0080.12406","title":"Rationale and developmental methodology for the SIMPLE approach: A Systematised, Interdisciplinary Malnutrition Pathway for impLementation and Evaluation in hospitals","year":2018,"lang":"en","type":"article","venue":"Nutrition & Dietetics","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"","keywords":"Malnutrition; Health care; Medicine; Nursing; Medical education; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2765246,0.002562602,0.001504704,0.00638302,0.005800469,0.009961364,0.006824019,0.00855359,0.004848229],"category_scores_gemma":[0.2021676,0.002433737,0.003347788,0.004279939,0.02049906,0.006965102,0.01392961,0.01283506,0.002599754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01817596,"about_ca_system_score_gemma":0.063352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005204104,"about_ca_topic_score_gemma":0.009969804,"domain_scores_codex":[0.6796487,0.2631982,0.02147561,0.00810359,0.02432625,0.003247717],"domain_scores_gemma":[0.811469,0.09906194,0.01317944,0.01662102,0.05074862,0.008919971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007934659,0.001385293,0.01152389,0.0164618,0.0002064269,0.001993246,0.1134223,0.003943388,0.00505535,0.6334554,0.03791676,0.1738426],"study_design_scores_gemma":[0.002912153,0.004956314,0.01409648,0.04523816,0.0004546095,0.002516742,0.08712801,0.02046323,0.0107521,0.3661496,0.4446076,0.0007250138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01828502,0.001853409,0.6141165,0.07283381,0.001885718,0.2684911,0.001489442,0.0003613214,0.02068368],"genre_scores_gemma":[0.03535528,0.0005064428,0.7850224,0.005411792,0.0001057472,0.1720053,0.0001977302,0.00003450869,0.001360827],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2765246,"threshold_uncertainty_score":0.8921739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883573150107262,"score_gpt":0.4541506737962975,"score_spread":0.2657933587855713,"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."}}