{"id":"W2229433249","doi":"10.1093/sleep/33.5.577","title":"Sleep Well to Stay Safe: Ready for Primetime?","year":2010,"lang":"en","type":"letter","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insomnia; Absenteeism; Medicine; Occupational safety and health; Sleep deprivation; Injury prevention; Population; Public health; Poison control; Indirect costs; Productivity; Shift work; Gerontology; Environmental health; Psychiatry; Psychology; Business; Nursing","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0004455007,0.0007976266,0.0008351473,0.0004942078,0.0002062891,0.00009225969,0.001101184,0.005552182,0.01334534],"category_scores_gemma":[0.00009682168,0.0007673961,0.0004233055,0.0003784547,0.0001167311,0.00006763894,0.000142832,0.005811903,0.02367233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058813,"about_ca_system_score_gemma":0.00003620804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227954,"about_ca_topic_score_gemma":0.0000511042,"domain_scores_codex":[0.9957638,0.0001946802,0.0007612927,0.001384413,0.0004676963,0.001428167],"domain_scores_gemma":[0.9967191,0.000460484,0.0003422451,0.001995034,0.0002189136,0.0002642089],"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":[0.0001484648,0.0001119719,0.0001565596,0.00002141095,0.0005914487,0.0001762513,0.0004679247,0.000005030665,0.00004063423,0.0006530429,0.951497,0.04613025],"study_design_scores_gemma":[0.001301933,0.0003345554,0.00009077141,0.00007594834,0.0004325314,0.00001336732,0.00002983962,0.000006432909,0.0001826708,0.0002012395,0.9963903,0.0009404296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001413159,0.001002184,0.005257207,0.5986596,0.02910481,0.004701166,0.0009266247,0.0006395011,0.3582958],"genre_scores_gemma":[0.002349565,0.00001038368,0.006951842,0.8829525,0.01704482,0.001303811,0.003554425,0.0006053192,0.08522736],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2842929,"threshold_uncertainty_score":0.9994777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935862926624497,"score_gpt":0.3176716055263658,"score_spread":0.2883129762601208,"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."}}