{"id":"W2800885480","doi":"10.1093/sleep/zsy061.230","title":"0231 The Impact of At-Home Actigraphy on Performance and Sleepiness in the Lab over 62 Hours of Total Sleep Deprivation","year":2018,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actigraphy; Sleep deprivation; Vigilance (psychology); Somnolence; Medicine; Effects of sleep deprivation on cognitive performance; Audiology; Sleep diary; Psychomotor learning; Sleep (system call); Physical therapy; Sleep loss; Psychology; Circadian rhythm; Cognition; Psychiatry; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003273892,0.0003200998,0.0003073499,0.0002145657,0.0002591232,0.0004405651,0.0001769348,0.0002278093,0.001508118],"category_scores_gemma":[0.001159133,0.0001366891,0.0002171958,0.0001918221,0.0002276638,0.0001688143,0.0003528202,0.0002988999,0.0003428168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002034289,"about_ca_system_score_gemma":0.0001989886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107294,"about_ca_topic_score_gemma":0.006918982,"domain_scores_codex":[0.9997414,0.00008273007,0.00001968507,0.0000410849,0.00007857527,0.00003658692],"domain_scores_gemma":[0.9991078,0.0002061491,0.0001851431,0.0001004229,0.0001525842,0.0002480113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02142532,0.002297055,0.8070089,0.0001951681,0.0006729797,0.0004830231,0.0006692044,0.0004708661,0.1093773,0.00002797752,0.0007364511,0.05663587],"study_design_scores_gemma":[0.00002123221,0.002941205,0.9949425,0.00000306141,0.00003705891,0.00006968966,0.0000793424,0.0001937545,0.001555553,0.000005954239,0.000146066,0.00000449058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993124,0.00007379254,0.0000820807,0.00001122781,0.00000630878,0.00001250027,0.0001318009,0.000004796606,0.0003651811],"genre_scores_gemma":[0.9991036,0.00005305424,0.0001396242,0.00002751402,0.00001006751,0.00001780095,0.0002295733,0.00000373827,0.000415008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004107294,"threshold_uncertainty_score":0.00816679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447805795336115,"score_gpt":0.2929572466846611,"score_spread":0.2784791887312999,"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."}}