{"id":"W4415773027","doi":"10.71000/qkvf2v07","title":"COGNITIVE AND FUNCTIONAL IMPACTS OF SLEEP DEPRIVATION ON NEUROLOGICAL HEALTH AMONG WORKING PROFESSIONALS","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Health and Rehabilitation","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alertness; Sleep deprivation; Cognition; Effects of sleep deprivation on cognitive performance; Pittsburgh Sleep Quality Index; Confounding; Psychomotor learning; Psychomotor vigilance task","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005033991,0.0001597119,0.0001667275,0.0005198521,0.0004605082,0.0004214463,0.0001982819,0.0002628092,0.00164146],"category_scores_gemma":[0.002277466,0.0001081212,0.0002773492,0.0004352016,0.0003504668,0.0002225672,0.0005859706,0.0002822762,0.0001321939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781726,"about_ca_system_score_gemma":0.0007120751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02045555,"about_ca_topic_score_gemma":0.037375,"domain_scores_codex":[0.9997187,0.00005638668,0.00002611241,0.00003185283,0.00006452649,0.0001024036],"domain_scores_gemma":[0.9986286,0.00023643,0.0005948545,0.0000321168,0.0002065119,0.0003014041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007408796,0.00006325909,0.9962347,0.00003101167,0.0000284922,0.0000698056,0.0003741335,0.00003328361,0.0002052994,0.000008397183,0.00008157142,0.002795997],"study_design_scores_gemma":[8.763838e-7,0.0000626888,0.9995199,0.000008764352,0.000004843589,0.00004501851,0.0002838615,0.0000209021,0.00001066254,0.000006793325,0.00003480576,0.000001014632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993461,0.0002156538,0.00001088753,0.0000514719,0.000001784072,0.000003673362,0.00009839689,5.962707e-7,0.0002715522],"genre_scores_gemma":[0.9996877,0.0001240758,0.00001939881,0.00001774225,0.000003546265,0.000003597706,0.00007293823,2.596626e-7,0.00007081359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02045555,"threshold_uncertainty_score":0.04067296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051614765967758,"score_gpt":0.3515437030629973,"score_spread":0.3210275554033197,"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."}}