{"id":"W4281731331","doi":"10.7554/elife.78191","title":"Timely coupling of sleep spindles and slow waves linked to early amyloid-β burden and predicts memory decline","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Canadian Sleep & Circadian Network","funders":"European Regional Development Fund; Canadian Institutes of Health Research; Fédération Wallonie-Bruxelles; Fonds De La Recherche Scientifique - FNRS; Fondation pour la Recherche sur Alzheimer; General Electric","keywords":"Neuropathology; Cognitive decline; Cognition; Neuroscience; Sleep (system call); Prefrontal cortex; Slow-wave sleep; Ageing; Psychology; Effects of sleep deprivation on cognitive performance; Sleep spindle; Medicine; Disease; Dementia; Internal medicine; Electroencephalography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002816474,0.0002944494,0.0002206627,0.000473517,0.0001792464,0.0004133009,0.0001407669,0.0002629306,0.001843715],"category_scores_gemma":[0.001042298,0.0001545248,0.0001862966,0.0002700826,0.0001895536,0.0002906614,0.0003609281,0.0002796942,0.0002748933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008508858,"about_ca_system_score_gemma":0.00009259324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001812183,"about_ca_topic_score_gemma":0.004010295,"domain_scores_codex":[0.9999453,0.000008705334,0.000009449217,0.00001847616,0.000007699058,0.00001032325],"domain_scores_gemma":[0.9995099,0.0000586095,0.0002756702,0.00003368833,0.00006503524,0.00005697262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001240744,0.00008718621,0.970359,0.0000769387,0.0001714414,0.0002252156,0.0003651478,0.0001460806,0.01327752,0.00006970514,0.0003518819,0.01362908],"study_design_scores_gemma":[0.000004640388,0.00007635885,0.9992352,0.000005151433,0.00001418588,0.0001475847,0.00007706136,0.00008208484,0.0001843541,0.00007017983,0.0001012518,0.000001986634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998505,0.00038634,0.0003267998,0.00003566599,0.000009026052,0.000006651345,0.0003113213,0.000007311891,0.0004118882],"genre_scores_gemma":[0.9986387,0.0002341644,0.0002062456,0.00002338499,0.00001400419,0.000008062259,0.0003743554,0.000002746388,0.0004982789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001843715,"threshold_uncertainty_score":0.006167889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348648836819212,"score_gpt":0.286354397323093,"score_spread":0.2514895136411718,"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."}}