{"id":"W3202940338","doi":"10.1038/s41598-021-95884-w","title":"Interindividual differences in attentional vulnerability moderate cognitive performance during sleep restriction and subsequent recovery in healthy young men","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; York University; Harvard T.H. Chan School of Public Health; Pennsylvania State University; Small Business Innovation Research; Boston College; National Institutes of Health; National Science Foundation","keywords":"Sleep restriction; Cognition; Sleep (system call); Vulnerability (computing); Cognitive vulnerability; Chronotype; Psychology; Medicine; Clinical psychology; Audiology; Gerontology; Psychiatry; Sleep deprivation; Neuroscience; Circadian rhythm; 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":[],"consensus_categories":[],"category_scores_codex":[0.001297829,0.0001410337,0.0002145084,0.0002865244,0.0002455096,0.0001562681,0.00005422419,0.0001251977,0.0002457918],"category_scores_gemma":[0.0001135421,0.0001416857,0.00004164186,0.0006505877,0.0001661611,0.0002782667,0.00007998379,0.0003509462,0.00001120911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416598,"about_ca_system_score_gemma":0.00009004205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002285877,"about_ca_topic_score_gemma":0.0005899064,"domain_scores_codex":[0.9974789,0.0002717965,0.0006497037,0.0009388815,0.0002975786,0.0003631421],"domain_scores_gemma":[0.9992456,0.00006981781,0.0001977031,0.0002923971,0.0001113976,0.00008305338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002487996,0.0002310533,0.991978,0.00001862208,0.00003237739,0.0006562761,0.001588588,0.00008890095,0.0003327301,0.00003944816,0.00005178489,0.004733367],"study_design_scores_gemma":[0.0006481908,0.00005934911,0.9960798,0.0002616606,0.00001122126,0.0002134626,0.001044666,0.0002376548,0.0006808165,0.0006004351,0.000003849108,0.0001588907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916338,0.000393812,0.0000399724,0.0001061151,0.005015259,0.0002599648,0.000007028086,0.00002676318,0.002517328],"genre_scores_gemma":[0.9992712,0.00006141407,0.00003278274,0.00001356574,0.0000352779,0.000078348,0.00009575269,0.000008871813,0.0004027435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007637485,"threshold_uncertainty_score":0.5777773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03438502179729185,"score_gpt":0.2916930662967775,"score_spread":0.2573080444994857,"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."}}