{"id":"W6982601943","doi":"","title":"Interplay between Shift Work, Psychological Distress, Sleep Quality, and Cognitive Performance","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Russian Literature and Bakhtin Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effects of sleep deprivation on cognitive performance; Cognition; Shift work; Sleep (system call); Distress; Psychological distress; Work (physics); Cognitive skill","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":[0.0005822903,0.000275114,0.000417502,0.0001458512,0.0008400892,0.0005274308,0.0004499564,0.0002919231,0.00005756396],"category_scores_gemma":[0.000162268,0.0002781197,0.0001216717,0.0007225408,0.0006774265,0.001264988,0.0004607493,0.0006606584,0.00009633315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008261082,"about_ca_system_score_gemma":0.00004388008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006488855,"about_ca_topic_score_gemma":0.001342036,"domain_scores_codex":[0.9972251,0.0008181315,0.0002741813,0.0006811974,0.0004452794,0.0005561265],"domain_scores_gemma":[0.9986833,0.0004083065,0.000163648,0.0002601935,0.0001802254,0.0003043278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008454695,0.00007524529,0.9881061,0.00003450522,0.00009098157,0.0001945281,0.004322622,9.437012e-8,0.000006636533,0.0005044733,0.00000213354,0.006578165],"study_design_scores_gemma":[0.0006449835,0.00007316098,0.9915077,0.000339613,0.00010352,0.000004133222,0.002409033,3.809036e-9,0.00009759371,0.0002064722,0.004247136,0.0003666522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907871,0.0005613712,0.0001423754,0.001318137,0.0002517813,0.0001735543,0.00006961761,0.000124753,0.006571247],"genre_scores_gemma":[0.9932305,0.000300021,0.00002669107,0.0004603608,0.0003068146,0.000001405264,0.00004768017,0.00001670961,0.005609812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006211512,"threshold_uncertainty_score":0.9999671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1285353645742324,"score_gpt":0.4072150732557864,"score_spread":0.278679708681554,"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."}}