{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008356833,0.001662406,0.001597092,0.0007889035,0.0004872636,0.001303231,0.001939123,0.001411422,0.00554827],"category_scores_gemma":[0.01692172,0.0008332323,0.002841235,0.0007490056,0.00061228,0.0006280979,0.0009127598,0.001616738,0.0009061352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008484926,"about_ca_system_score_gemma":0.001229598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01397875,"about_ca_topic_score_gemma":0.01036689,"domain_scores_codex":[0.9966419,0.002270504,0.0001213502,0.0005734465,0.0001886655,0.0002042723],"domain_scores_gemma":[0.9915604,0.007032024,0.0004374045,0.0003760619,0.000489696,0.0001044863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00658764,0.001424071,0.1425505,0.0009287245,0.00851139,0.0009882926,0.001382385,0.6987284,0.006533119,0.01561348,0.006450993,0.110301],"study_design_scores_gemma":[0.0002413653,0.001038289,0.01476742,0.00004847411,0.0006782328,0.0001056747,0.00007034314,0.9766116,0.0007170288,0.003666458,0.002010002,0.00004517371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3893721,0.001251017,0.5996951,0.001079049,0.0003854788,0.0008134001,0.004198569,0.001373523,0.001831706],"genre_scores_gemma":[0.873933,0.0005168751,0.1125631,0.0002371141,0.0001292715,0.002955575,0.002662438,0.000120995,0.00688174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01397875,"threshold_uncertainty_score":0.04419571,"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."}}