{"id":"W4417152889","doi":"10.1093/sleepadvances/zpaf081","title":"Resting state electroencephalography alpha activity predicts cognitive scores in rapid eye movement sleep behavior disorder","year":2025,"lang":"en","type":"article","venue":"SLEEP Advances","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medizinische Universität Innsbruck; National Research Foundation of Korea","keywords":"Cognition; Electroencephalography; REM sleep behavior disorder; Montreal Cognitive Assessment; Rapid eye movement sleep; Dementia with Lewy bodies; Dementia; Eye movement; Alpha rhythm; Cognitive decline","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003439406,0.0003214847,0.0003376289,0.0006653076,0.0003625672,0.0001175888,0.0004899155,0.00007027648,0.00006501324],"category_scores_gemma":[0.001063281,0.0002982942,0.000109831,0.002008709,0.0004678686,0.0008674179,0.0002348222,0.0005368365,0.00001535083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008570943,"about_ca_system_score_gemma":0.00007060444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001421738,"about_ca_topic_score_gemma":0.0005644852,"domain_scores_codex":[0.9965513,0.0003919457,0.0003742137,0.0009720668,0.000704775,0.001005659],"domain_scores_gemma":[0.9985347,0.0007645822,0.0001419322,0.000316173,0.0001093986,0.000133234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004305696,0.000739536,0.3849525,0.0000588327,0.00002194098,0.0000992323,0.00021662,0.000272505,0.03164274,0.0002195469,0.00001083596,0.5813352],"study_design_scores_gemma":[0.002912653,0.0005242919,0.4356025,0.0002785265,0.0000542665,0.000001754947,0.0003657851,0.002282466,0.5519024,0.004829393,0.0007372118,0.0005087322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906034,0.001765707,0.002441196,0.0002324564,0.0004262922,0.001196838,0.00006854759,0.0001442684,0.003121232],"genre_scores_gemma":[0.997426,0.001022723,0.00006911306,0.0003544708,0.00003723458,0.0008840843,0.000007374606,0.00002510069,0.0001738799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5808265,"threshold_uncertainty_score":0.9999469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736275860078259,"score_gpt":0.3207427310520494,"score_spread":0.3033799724512669,"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."}}