{"id":"W949858658","doi":"10.5665/sleep.5244","title":"Benefits of Sleep Extension on Sustained Attention and Sleep Pressure Before and During Total Sleep Deprivation and Recovery","year":2015,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":153,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Direction Générale de l’Armement","keywords":"Sleep deprivation; Psychomotor vigilance task; Vigilance (psychology); Sleep (system call); Sleep debt; Psychology; Non-rapid eye movement sleep; Sleep inertia; Audiology; Anesthesia; Medicine; Circadian rhythm; Internal medicine; Electroencephalography; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.0003731362,0.0003153912,0.0003705642,0.0002842221,0.0001709044,0.00005033471,0.00009746529,0.0004076445,0.00005157469],"category_scores_gemma":[0.0001456952,0.0003015384,0.00006319213,0.0002557468,0.0001297266,0.00031074,0.000150959,0.0003110984,0.00001681759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004093533,"about_ca_system_score_gemma":0.000007535185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092547,"about_ca_topic_score_gemma":0.00004619175,"domain_scores_codex":[0.9979995,0.0001403878,0.0004573536,0.0006809154,0.0003078594,0.0004139347],"domain_scores_gemma":[0.9987846,0.00008352192,0.0002574553,0.0004414939,0.0001992695,0.0002336283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003521589,0.0006648466,0.4497243,0.0001985376,0.001118163,0.00006495378,0.007324553,0.004375817,0.001959698,0.01006203,0.0005351132,0.5204504],"study_design_scores_gemma":[0.00533406,0.001043451,0.9883054,0.0002601439,0.0003975885,0.00007922127,0.001243833,0.001608153,0.0005199,0.0007123669,0.00005721119,0.0004386172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925724,0.004295021,0.0001562129,0.0003376536,0.0007297212,0.0005418592,0.00002607207,0.0000920126,0.001249071],"genre_scores_gemma":[0.9990892,0.00007110446,0.0001971669,0.00006991591,0.0001799212,0.00002931564,0.00006353371,0.0000510404,0.0002487831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5385811,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146453323347964,"score_gpt":0.2510783233338538,"score_spread":0.2364329909990574,"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."}}