{"id":"W4390199943","doi":"10.1002/alz.076805","title":"Sleep and electroencephalography biomarkers in preclinical Alzheimer’s Disease","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Polysomnography; Audiology; Non-rapid eye movement sleep; Cognitive decline; Actigraphy; Effects of sleep deprivation on cognitive performance; Montreal Cognitive Assessment; Alzheimer's disease; Medicine; Psychology; Sleep (system call); Cognition; Slow-wave sleep; Disease; Internal medicine; Dementia; Neuroscience; Circadian rhythm","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":[0.0004031913,0.0004881772,0.0003541827,0.001179645,0.0001550487,0.0004890001,0.0001916673,0.0003372565,0.001285683],"category_scores_gemma":[0.0007680235,0.00009740644,0.0001926642,0.0008375579,0.0001803674,0.0002737196,0.00021057,0.0003258708,0.0002693243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805208,"about_ca_system_score_gemma":0.0001864882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765832,"about_ca_topic_score_gemma":0.002357981,"domain_scores_codex":[0.9998703,0.00003391576,0.00003056822,0.00002608673,0.00002511099,0.00001399419],"domain_scores_gemma":[0.9993703,0.0000916973,0.0003112041,0.00002263312,0.0001348502,0.00006937185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001550333,0.0001754707,0.9624451,0.0002094964,0.0002303112,0.0003556202,0.00006520089,0.0001528451,0.005131545,0.00008430367,0.0008692507,0.02873064],"study_design_scores_gemma":[0.00003752461,0.0005321789,0.9965746,0.00004617772,0.00007721124,0.0007157184,0.0000723717,0.0002287866,0.0006184305,0.0001735633,0.0009176778,0.000005909948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746689,0.01892262,0.0005974734,0.000273597,0.00007891971,0.00006465209,0.001588778,0.00004499073,0.003760099],"genre_scores_gemma":[0.9946269,0.002734741,0.0006218831,0.00009935375,0.00008669747,0.00003830688,0.0009643242,0.000002559347,0.000825268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001765832,"threshold_uncertainty_score":0.004301012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08560863151602767,"score_gpt":0.3525586747895755,"score_spread":0.2669500432735479,"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."}}