{"id":"W2026091188","doi":"10.1164/rccm.200408-1146oc","title":"Impaired Performance in Commercial Drivers","year":2006,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":179,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"National Center for Research Resources; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Sleep apnea; Epworth Sleepiness Scale; Medicine; Apnea; Multiple Sleep Latency Test; Obstructive sleep apnea; Sleep (system call); Sleep deprivation; Audiology; Apnea–hypopnea index; Vigilance (psychology); Sleep debt; Polysomnography; Physical therapy; Anesthesia; Excessive daytime sleepiness; Sleep disorder; Psychology; Internal medicine; Psychiatry; Insomnia; Circadian rhythm","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":[0.0004872848,0.000209208,0.0001522795,0.0004762487,0.0003216662,0.0004417609,0.0002315674,0.0003647933,0.002248028],"category_scores_gemma":[0.002232996,0.0001147098,0.0002811789,0.0004173963,0.0002371278,0.0003247521,0.0003962415,0.0002651496,0.0002762155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003588688,"about_ca_system_score_gemma":0.0002463662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009165798,"about_ca_topic_score_gemma":0.009288399,"domain_scores_codex":[0.9996974,0.00005864398,0.00003305801,0.00006193596,0.0000698733,0.00007912224],"domain_scores_gemma":[0.99879,0.0002015774,0.0005220812,0.00006508565,0.0002137017,0.0002075395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007742192,0.0000414828,0.9972052,0.000009461388,0.00001587043,0.00009432033,0.0001113803,0.0000322402,0.0002058806,0.00001776254,0.00007628233,0.00211263],"study_design_scores_gemma":[0.00000123362,0.00009161869,0.9995264,0.000002490423,0.000004510361,0.0001140783,0.00008307537,0.00005672114,0.00003390661,0.0000109648,0.00007380763,0.000001273347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991769,0.00016771,0.00002310457,0.00002643944,0.000003748862,0.000002694003,0.00008766088,0.000001156413,0.0005106219],"genre_scores_gemma":[0.9996926,0.00004613847,0.00001019531,0.000008325388,0.000005698409,0.000001927009,0.00008124109,3.952263e-7,0.0001535042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009165798,"threshold_uncertainty_score":0.0182249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753276467168679,"score_gpt":0.316734902833931,"score_spread":0.2992021381622442,"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."}}