{"id":"W2160283151","doi":"10.1093/sleep/28.11.1360","title":"Staying Awake For Safety Sake: A Dream Not Yet Realized","year":2005,"lang":"en","type":"letter","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Simulator sickness; Sleep deprivation; Latency (audio); Audiology; Simulation; Driving simulator; Alcohol; Psychology; Sleep (system call); Blood alcohol; Poison control; Medicine; Computer science; Injury prevention; Psychiatry; Medical emergency; Cognition","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0004332032,0.0006687138,0.0008468498,0.0003046317,0.0002485358,0.00007085657,0.0006575932,0.002669997,0.005179643],"category_scores_gemma":[0.00009167914,0.0006575439,0.000552652,0.0002681806,0.0001117141,0.00007304423,0.00007962178,0.002457007,0.001694882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976752,"about_ca_system_score_gemma":0.00005346186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002304428,"about_ca_topic_score_gemma":0.00005560724,"domain_scores_codex":[0.996201,0.0002469847,0.0008551395,0.001070242,0.0004129942,0.001213648],"domain_scores_gemma":[0.9974569,0.0005926604,0.0004241874,0.001277102,0.0001216165,0.000127503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002541926,0.00007788362,0.00009821794,0.00002528813,0.0007019824,0.0001801749,0.0007752622,0.00001291465,0.000005385118,0.0008642388,0.9101751,0.0868293],"study_design_scores_gemma":[0.003578031,0.0001020825,0.0001362423,0.0002176945,0.0004460909,0.00001748549,0.00007195929,0.0000166501,0.00001518897,0.0001181873,0.9945209,0.0007594691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007499868,0.002203361,0.003837569,0.7553575,0.01487329,0.003370203,0.002290567,0.0009222085,0.2163953],"genre_scores_gemma":[0.005512237,0.0001338467,0.002465728,0.9310493,0.01613188,0.0009177784,0.006565445,0.0005395723,0.03668415],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1797111,"threshold_uncertainty_score":0.9998444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.036961867378217,"score_gpt":0.3202002376223176,"score_spread":0.2832383702441006,"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."}}