{"id":"W2929605579","doi":"10.28933/ijoar-2019-03-1005","title":"Nutrition Care for Residents with Dementia in Long-Term Care Homes: Umbrella Review of Care Aide and Registered Dietitian Services","year":2019,"lang":"en","type":"article","venue":"International Journal of Aging Research","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Institutes of Health Research; Alzheimer Society","keywords":"Dementia; Staffing; Long-term care; Medicine; Nursing; Gerontology; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007296016,0.00009225417,0.0002611462,0.0005012251,0.0001281614,0.00003602994,0.0003503213,0.00007011111,0.00005989338],"category_scores_gemma":[0.00009792832,0.00008067498,0.00006131882,0.0001450586,0.0000505332,0.0002544502,0.00007770383,0.0003859363,0.000005257395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000396886,"about_ca_system_score_gemma":0.0005437448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004346503,"about_ca_topic_score_gemma":0.001232003,"domain_scores_codex":[0.9979064,0.0002629195,0.0006086216,0.0001766671,0.0008039791,0.0002413604],"domain_scores_gemma":[0.9936916,0.0002629094,0.0003905472,0.0001607611,0.005409854,0.00008437112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004439041,0.00009448131,0.6153598,0.3558524,0.00008841589,0.00001314628,0.0219634,0.000001759804,0.0001072673,0.0000562957,0.0009798034,0.00503936],"study_design_scores_gemma":[0.003334707,0.0005932244,0.3065354,0.5661188,0.00005072976,0.00001677587,0.1192383,0.000002413206,0.000280239,0.0002028724,0.00350082,0.0001257449],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5764519,0.4194546,0.00001425857,0.001735536,0.0009125737,0.0007106699,0.00005764022,0.000004932073,0.0006578549],"genre_scores_gemma":[0.8407855,0.1576695,0.0005004554,0.0001916106,0.000454194,0.00002943548,0.0002042183,0.00001926106,0.0001458386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3088244,"threshold_uncertainty_score":0.328983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057912307211268,"score_gpt":0.5080642796431424,"score_spread":0.4022730489220155,"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."}}