{"id":"W3096503045","doi":"10.1016/j.clinph.2020.10.010","title":"EEG and behavioural correlates of mild sleep deprivation and vigilance","year":2020,"lang":"en","type":"article","venue":"Clinical Neurophysiology","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Alcohol Countermeasure Systems (Canada); Royal Ottawa Mental Health Centre; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vigilance (psychology); Sleep deprivation; Electroencephalography; Psychology; Audiology; Sleep (system call); Medicine; Clinical psychology; Neuroscience; Circadian rhythm; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006768962,0.0001268668,0.0003559783,0.0000239438,0.00004128818,0.000004721987,0.0001201112,0.0002556093,0.00008741293],"category_scores_gemma":[0.0002737019,0.0001136834,0.00006396938,0.0001172169,0.0004330103,0.00003499887,0.0001042217,0.0004395561,0.00006774143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001442218,"about_ca_system_score_gemma":0.000004908123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001566389,"about_ca_topic_score_gemma":7.976437e-7,"domain_scores_codex":[0.9985629,0.0002578975,0.0005066997,0.0004454924,0.00004748414,0.0001795184],"domain_scores_gemma":[0.9987439,0.0007205845,0.0001680321,0.0001979404,0.00003421006,0.0001353304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006752171,0.0001964034,0.9522033,0.00001077513,0.00009569919,0.00004078733,0.0004471645,0.0000165736,0.005210417,0.003285757,0.0006680677,0.0371498],"study_design_scores_gemma":[0.001142437,0.001107955,0.9969395,0.00001669169,0.00005610434,0.000004169668,0.00003515544,0.0002522362,0.0000415658,0.0001966518,0.00009212247,0.0001153589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973734,0.0003942366,0.00005464914,0.001027646,0.000670665,0.0001293674,0.000006072245,0.00004462762,0.0002993418],"genre_scores_gemma":[0.9972609,0.0001739451,0.0001265778,0.002288901,0.0001026185,0.00000576709,0.000009713842,0.000017364,0.00001419745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04473621,"threshold_uncertainty_score":0.4635876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08502339567809244,"score_gpt":0.3513449738986477,"score_spread":0.2663215782205552,"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."}}