{"id":"W4376269194","doi":"10.1016/j.ebiom.2023.104610","title":"Sleep quality differentially modulates neural oscillations and proteinopathy in Alzheimer's disease","year":2023,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"National Institute of General Medical Sciences; National Institute of Mental Health; National Institutes of Health","keywords":"Disease; Sleep (system call); Magnetoencephalography; Alzheimer's disease; Pittsburgh Sleep Quality Index; Neuropsychology; Biomarker; Neuroscience; Neurophysiology; Medicine; Audiology; Psychology; Electroencephalography; Cognition; Sleep quality; Internal medicine; Biology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002189065,0.0001422045,0.0001961662,0.0003356474,0.00007757224,0.00001102129,0.00009025355,0.00009454161,0.0003484435],"category_scores_gemma":[0.00006227293,0.0001125516,0.00003791272,0.0006687046,0.0001853349,0.00004433031,0.00004898841,0.0001627844,0.0001441876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008798963,"about_ca_system_score_gemma":0.000009646523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003353729,"about_ca_topic_score_gemma":0.00004427605,"domain_scores_codex":[0.9987687,0.0001257589,0.0002999226,0.0003269405,0.0001735934,0.0003050569],"domain_scores_gemma":[0.9993865,0.00009318528,0.00005841059,0.00025948,0.00002147994,0.0001808921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008197633,0.00103746,0.7398829,0.00007939056,0.001081284,0.000573439,0.01311261,0.0003328356,0.002920141,0.00596244,0.004458684,0.2297391],"study_design_scores_gemma":[0.002552038,0.00008518054,0.990706,0.00002305718,0.0001216701,0.000002928475,0.0006372891,0.003655204,0.000006689431,0.001579989,0.0004701315,0.0001598086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888575,0.002938325,0.00004812091,0.005371578,0.0008381679,0.0004733694,0.00001901952,0.0001839556,0.001269942],"genre_scores_gemma":[0.9991565,0.00004508753,0.000009853366,0.000195236,0.0001221163,0.00006296588,0.000116531,0.0000191815,0.0002724832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2508231,"threshold_uncertainty_score":0.458972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181196829282977,"score_gpt":0.331652377360986,"score_spread":0.2998404090681562,"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."}}