{"id":"W3158672161","doi":"","title":"An altered balance of integrated and segregated brain activity is a marker of cognitive deficits following sleep deprivation","year":2021,"lang":"en","type":"preprint","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Sleep deprivation; Nap; Non-rapid eye movement sleep; Wakefulness; Cognition; Effects of sleep deprivation on cognitive performance; Psychology; Neuroscience; Neuroscience of sleep; Sleep (system call); Functional magnetic resonance imaging; Eye movement; Balance (ability); Elementary cognitive task; Brain activity and meditation; Electroencephalography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001824533,0.000667149,0.001909921,0.001102458,0.0001408931,0.0005112176,0.00177081,0.0008512713,0.007078249],"category_scores_gemma":[0.001203727,0.0006682515,0.0004410397,0.001434333,0.0002292972,0.001257723,0.001220123,0.001618019,0.000003146412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142351,"about_ca_system_score_gemma":0.0003092737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00418229,"about_ca_topic_score_gemma":0.0001397215,"domain_scores_codex":[0.994562,0.001635202,0.00151725,0.001122486,0.0006921134,0.0004709468],"domain_scores_gemma":[0.9937094,0.001274949,0.00279036,0.000927626,0.0009955696,0.0003020958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001713922,0.001156172,0.7978773,0.000175628,0.004277912,0.00009482617,0.003686726,0.0001250578,0.08026386,0.00002081611,0.002027473,0.1085803],"study_design_scores_gemma":[0.002327916,0.00004418895,0.9413072,0.007999117,0.0007174725,0.00001247623,0.001032265,0.0005552895,0.04467881,0.0005219689,0.000023896,0.0007794135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791795,0.01332532,0.002817176,0.0001132005,0.001318881,0.001082801,0.0004045154,0.00004386115,0.001714758],"genre_scores_gemma":[0.9971501,0.00170253,0.0003049147,0.0002359047,0.00007085483,0.00008205076,0.0003042246,0.0001020123,0.00004740656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434299,"threshold_uncertainty_score":0.9995769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1730875909938921,"score_gpt":0.5293947624760018,"score_spread":0.3563071714821097,"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."}}