{"id":"W4214771723","doi":"10.1093/sleep/zsac046","title":"Impact of chronic sleep restriction on sleep continuity, sleep structure, and neurobehavioral performance","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging; Ludwig-Maximilians-Universität München; Inselspital, Universitätsspital Bern; Arbor Pharmaceuticals; Suomen Kulttuurirahasto; ResMed; Eisai; Ipsen; Vanda Pharmaceuticals; Jazz Pharmaceuticals; Harmony Biosciences; National Institutes of Health; Regeneron Pharmaceuticals; National Science Foundation; Harvard Catalyst; Pennsylvania State University; Harvard University; University of Pennsylvania; York University; University of Miami; National Center for Advancing Translational Sciences; Teva Pharmaceutical Industries; Tencent; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; Carrier Corporation; Boston College; Deutsche Akademie der Naturforscher Leopoldina - Nationale Akademie der Wissenschaften; Brigham and Women's Hospital","keywords":"Sleep (system call); Sleep restriction; Medicine; Sleep debt; Sleep deprivation; Psychology; Audiology; Sleep disorder; Insomnia; Psychiatry; Cognition; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002641376,0.0004327245,0.000479213,0.0004410183,0.000440782,0.00004141641,0.0004444977,0.0002476991,0.003542641],"category_scores_gemma":[0.00002205784,0.0004168684,0.0002405297,0.0008094038,0.0001706382,0.0001787881,0.0002599444,0.001164761,0.00006947252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744957,"about_ca_system_score_gemma":0.00003808512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005372632,"about_ca_topic_score_gemma":0.00004163331,"domain_scores_codex":[0.9970818,0.0003335179,0.000598302,0.0007349336,0.0005254551,0.0007259876],"domain_scores_gemma":[0.9984387,0.00008834516,0.0003897462,0.0008052012,0.00008226012,0.0001957428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001299019,0.001102448,0.6348033,0.0000208861,0.0004533277,0.0001022157,0.00168148,0.01819818,0.00191786,0.002305768,0.002288396,0.3358271],"study_design_scores_gemma":[0.004941339,0.006914042,0.9820108,0.00004289095,0.000344038,0.00009873229,0.0001856644,0.003269506,0.0005486012,0.0001221193,0.0007928372,0.0007293749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918327,0.0008822161,0.00003890062,0.00006239655,0.002657017,0.0006011926,0.000194765,0.0001493893,0.003581404],"genre_scores_gemma":[0.9991396,0.00004836717,0.0000272174,0.0000996698,0.0002675805,0.00008131195,0.0001295022,0.00008066544,0.0001260657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3472075,"threshold_uncertainty_score":0.9998283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601959613715503,"score_gpt":0.2945762627577787,"score_spread":0.2785566666206237,"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."}}