{"id":"W1989490881","doi":"10.5539/gjhs.v2n1p167","title":"Driving Fatigue and Performance among Occupational Drivers in Simulated Prolonged Driving","year":2010,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Putra Malaysia","keywords":"Alertness; Poison control; Human factors and ergonomics; Occupational safety and health; Injury prevention; Driving simulator; Task (project management); Driving simulation; Suicide prevention; Environmental health; Medicine; Computer science; Engineering; Simulation; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002190379,0.0001284436,0.0002378174,0.0002688625,0.0003437221,0.00006227853,0.0004199692,0.0001093124,0.0000612931],"category_scores_gemma":[0.0001665788,0.0001122988,0.00003453251,0.001037644,0.0005591875,0.0006320598,0.00006174534,0.0006838855,0.000007711876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527551,"about_ca_system_score_gemma":0.0005099349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138266,"about_ca_topic_score_gemma":0.0002245794,"domain_scores_codex":[0.9979461,0.00007059099,0.000660875,0.0002632621,0.0005103314,0.0005488],"domain_scores_gemma":[0.9986981,0.00007041782,0.0005543313,0.0001666693,0.0002047434,0.0003057513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003128733,0.00005092194,0.955847,0.000003023037,0.000007813652,0.00001670305,0.0004885845,0.0006853221,0.00007234558,0.0003159394,0.00007218626,0.04240888],"study_design_scores_gemma":[0.0007791078,0.0001877814,0.9967245,0.0002222251,0.000004556923,0.0001145474,0.0001809037,0.001611066,0.00001565109,0.00003698223,0.00002043736,0.0001022746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967295,0.0001166308,0.0001706239,0.0003693774,0.001529,0.0001637885,0.0000011759,0.00001468598,0.0009052116],"genre_scores_gemma":[0.9985812,0.00002400026,0.001174739,0.0001477532,0.00006211174,0.000001113096,4.588154e-7,0.000004826768,0.000003794396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0423066,"threshold_uncertainty_score":0.457941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352876293392377,"score_gpt":0.3513592643343951,"score_spread":0.3278305014004714,"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."}}