{"id":"W2079469635","doi":"10.3357/asem.3014.2011","title":"Linear Mixed-Effects Modeling of the Relationship Between Heart Rate Variability and Fatigue Arising from Sleep Deprivation","year":2011,"lang":"en","type":"article","venue":"Aviation Space and Environmental Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hyperion Technologies (Canada)","funders":"University of Texas at San Antonio; U.S. Department of Defense","keywords":"Supine position; Heart rate variability; Sleep deprivation; Effects of sleep deprivation on cognitive performance; Cognition; Heart rate; Medicine; Audiology; Sleep (system call); Sitting; Mental fatigue; Physical medicine and rehabilitation; Physical therapy; Psychology; Cardiology; Internal medicine; Blood pressure; Clinical psychology; Psychiatry; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.000461879,0.000123984,0.0001856701,0.00004730171,0.0001335992,0.000003277713,0.0000561154,0.0001540042,0.00008925687],"category_scores_gemma":[0.0002046674,0.00009304574,0.00002502179,0.0001022479,0.0001644332,0.000102252,0.00004349583,0.000207464,0.000008024099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002638826,"about_ca_system_score_gemma":0.000002466978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005566349,"about_ca_topic_score_gemma":0.0000064208,"domain_scores_codex":[0.9989248,0.0002748085,0.0002849707,0.0002574593,0.0001377245,0.0001202257],"domain_scores_gemma":[0.998798,0.0007296688,0.0001398749,0.0002620769,0.000006014167,0.00006434741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002221453,0.00003545105,0.9911205,0.000004278364,0.00004089843,3.295108e-7,0.004143538,0.00007163014,0.0007213122,0.001092174,0.00002201443,0.002725658],"study_design_scores_gemma":[0.0008593182,0.00007342171,0.9934788,0.0001273673,0.0001394492,6.811021e-7,0.0006944035,0.001601076,0.0004988318,0.002433818,0.000004456982,0.00008839431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672639,0.0002338403,0.0309574,0.0006305405,0.0002419287,0.0002655854,0.000008647746,0.00001604112,0.0003820545],"genre_scores_gemma":[0.9989274,0.00002026428,0.0007111697,0.0001380476,0.0001042218,0.00001086528,0.00006230695,0.000012887,0.00001279391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03166348,"threshold_uncertainty_score":0.3794295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05800507011392113,"score_gpt":0.2792756523462532,"score_spread":0.2212705822323321,"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."}}