{"id":"W4292840131","doi":"10.3233/jad-220664","title":"Sleep Disturbances, Cognitive Status, and Biomarkers of Dementia","year":2022,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Sleep and related disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; National Institute on Aging","keywords":"Dementia; Insomnia; Montreal Cognitive Assessment; Cognition; Cognitive decline; Medicine; Alzheimer's disease; Longitudinal study; Effects of sleep deprivation on cognitive performance; Disease; Sleep (system call); Audiology; Psychology; Clinical psychology; Psychiatry; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009619399,0.0003421232,0.0003407097,0.001443586,0.0002909209,0.000608603,0.0002575119,0.0002613557,0.001042183],"category_scores_gemma":[0.002521897,0.0001323382,0.0003432635,0.001335749,0.0002033738,0.0002333231,0.0003156559,0.0003172822,0.0001207841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000399995,"about_ca_system_score_gemma":0.000481053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007139814,"about_ca_topic_score_gemma":0.009130235,"domain_scores_codex":[0.999739,0.00007478919,0.00005145802,0.0000435888,0.00005741734,0.00003372325],"domain_scores_gemma":[0.9973182,0.0003772345,0.001589649,0.00007823262,0.0002936364,0.0003430487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001490028,0.00002727672,0.9971325,0.00002996279,0.00009691691,0.00002577304,0.00001805247,0.00005266503,0.0001043352,0.00001040504,0.00006358416,0.002289451],"study_design_scores_gemma":[0.000003982682,0.00009490893,0.9995048,0.00001180478,0.00003377302,0.00009017697,0.0000176416,0.00009045734,0.00003319368,0.00002536756,0.00009218579,0.000001771042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883935,0.008210867,0.000221973,0.0001247717,0.00002036627,0.00003451857,0.001483915,0.00001767504,0.001492483],"genre_scores_gemma":[0.9978107,0.0009314579,0.0002895949,0.00003205412,0.0000215355,0.00001482132,0.0007213629,0.000001371482,0.0001772179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007139814,"threshold_uncertainty_score":0.01419652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515985474092755,"score_gpt":0.2826853290780464,"score_spread":0.2675254743371189,"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."}}