{"id":"W4234607394","doi":"10.32920/ryerson.14647422","title":"Clinical and functional impact of cognitive fluctuations in dementia","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Toronto Metropolitan University","funders":"","keywords":"Dementia; Cognition; Neuropsychology; Activities of daily living; Psychology; Quality of life (healthcare); Cognitive decline; Effects of sleep deprivation on cognitive performance; Dementia with Lewy bodies; Alzheimer's disease; Clinical psychology; Medicine; Psychiatry; Gerontology; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006718084,0.0003157736,0.0003348933,0.001153835,0.0005802654,0.0006903767,0.0002426912,0.0003339135,0.0006912895],"category_scores_gemma":[0.005226449,0.0001376646,0.000353474,0.0006036688,0.000363346,0.0004042427,0.0004670653,0.0004249156,0.00009564574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781826,"about_ca_system_score_gemma":0.0002874158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006934217,"about_ca_topic_score_gemma":0.01135372,"domain_scores_codex":[0.9994807,0.0001471813,0.00007990019,0.0000575723,0.0001357367,0.00009893937],"domain_scores_gemma":[0.9980679,0.0003240092,0.0008635662,0.00005232457,0.0002557647,0.0004363748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004127921,0.0001263452,0.9921299,0.00002665772,0.00006261259,0.0005485284,0.0002245404,0.00009228777,0.0002511864,0.00001284151,0.00008805538,0.006024163],"study_design_scores_gemma":[0.000003413603,0.0001885732,0.9990045,0.00000590822,0.00001255723,0.0004916965,0.0001500785,0.0000572459,0.00002414537,0.00001580556,0.00004226264,0.00000373939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987766,0.0004174895,0.00001729618,0.00001954216,0.000003926365,0.000008351821,0.00008081599,0.000002132955,0.0006737268],"genre_scores_gemma":[0.9997767,0.00006855249,0.00001876122,0.000009526273,0.000004433467,0.000001901947,0.00006956293,2.78211e-7,0.00005037673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006934217,"threshold_uncertainty_score":0.01378775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06328480856436264,"score_gpt":0.4307786713411801,"score_spread":0.3674938627768174,"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."}}