{"id":"W7161835033","doi":"10.82308/51095","title":"The impact of cumulative partial sleep deprivation on simulated driving and cognitive functions: a randomized, controlled trial","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep deprivation; Actigraphy; Effects of sleep deprivation on cognitive performance; Sleep (system call); Placebo; Sleep debt; Cognition; Chronotype","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001191455,0.0004739784,0.001752352,0.0002902192,0.0002479442,0.00006939352,0.0001220063,0.0007643657,0.0009653873],"category_scores_gemma":[0.002363682,0.000265058,0.0009205893,0.0002738552,0.0001303227,0.0000828806,0.00001345156,0.0006299638,0.0001373821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005002011,"about_ca_system_score_gemma":0.00009353569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004916932,"about_ca_topic_score_gemma":0.00006917876,"domain_scores_codex":[0.9963517,0.001271067,0.001219993,0.0005042542,0.0003217098,0.0003312949],"domain_scores_gemma":[0.9851471,0.01277094,0.001267361,0.0003130435,0.0004292188,0.00007232872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9752349,0.0002722606,0.0003084015,0.000002955884,0.00833096,0.000001699969,0.002554943,0.001361293,0.000009030366,0.001568717,0.000158762,0.01019611],"study_design_scores_gemma":[0.9863057,0.001035154,0.001030724,0.000363767,0.001958985,4.809114e-7,0.002166586,0.006635236,0.00003557725,0.000158842,0.000002247074,0.000306695],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425602,0.0006802756,0.0004947904,0.00002058695,0.003020563,0.01004881,0.00001763885,0.00006450028,0.04309263],"genre_scores_gemma":[0.9925181,0.00004528265,0.000002820726,0.00001859135,0.000195121,0.0005974472,0.0007142189,0.00005450713,0.005853904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0499579,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631592037207838,"score_gpt":0.3444662911842064,"score_spread":0.328150370812128,"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."}}