{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001500569,0.0002767243,0.0002093131,0.0004927659,0.0001797861,0.0002941792,0.000132056,0.0002380203,0.001209173],"category_scores_gemma":[0.001555546,0.00009983526,0.0001382434,0.0004357907,0.0003197835,0.0001833259,0.0002102785,0.0004082507,0.0001223684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036127,"about_ca_system_score_gemma":0.0001799808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003200475,"about_ca_topic_score_gemma":0.005660595,"domain_scores_codex":[0.9999176,0.00001603688,0.00001088781,0.00001666236,0.00001891803,0.00001992622],"domain_scores_gemma":[0.9993874,0.0001591404,0.0002225304,0.00003172279,0.00006934816,0.0001298212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01603254,0.001127281,0.7880325,0.000232633,0.0003703179,0.001679727,0.001091145,0.0003758169,0.1605509,0.0002361207,0.0003919312,0.02987905],"study_design_scores_gemma":[0.00001210822,0.0002969139,0.9988458,0.000002510504,0.000008686098,0.00021094,0.0000541578,0.00004035082,0.0004487657,0.00002004472,0.00005766823,0.00000197413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984444,0.0002833725,0.0001262946,0.00003183975,0.000008426482,0.00002428384,0.0001912388,0.00000413874,0.0008860492],"genre_scores_gemma":[0.9994233,0.00008360309,0.00006048271,0.0000301716,0.00001176025,0.0000153213,0.0001508741,0.000001425913,0.0002230088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003200475,"threshold_uncertainty_score":0.00636369,"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."}}