{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003402297,0.0001232912,0.0003669937,0.0002108594,0.00006277039,0.000006022823,0.0001178709,0.00006405076,0.0002054051],"category_scores_gemma":[0.0001050398,0.00009471634,0.0000486658,0.0003066875,0.001146726,0.000079103,0.00001371062,0.0004556797,0.000006112787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004049949,"about_ca_system_score_gemma":0.0000349909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069535,"about_ca_topic_score_gemma":0.00002717249,"domain_scores_codex":[0.9987286,0.0002032456,0.0004585981,0.000133446,0.0002200829,0.000256028],"domain_scores_gemma":[0.9991639,0.0002913961,0.0001181975,0.0001146548,0.0001529998,0.000158906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003264062,0.00007507167,0.597136,0.000008511707,0.00002161606,0.0004238353,0.002562969,0.000005375591,0.00005891771,0.002463268,0.001440068,0.3954779],"study_design_scores_gemma":[0.004005375,0.009317876,0.9526052,0.00065213,0.000149891,0.0001363053,0.02451053,0.000002496868,0.00006431069,0.00005842012,0.008235417,0.0002620454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884719,0.003785724,0.0000662452,0.001349779,0.000471521,0.00004392149,0.000001710326,0.00000896193,0.005800186],"genre_scores_gemma":[0.997785,0.0000212027,0.00005771219,0.001559541,0.0005573192,0.000002027676,9.337433e-7,0.00001073402,0.000005472764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3952159,"threshold_uncertainty_score":0.422516,"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."}}