{"id":"W3176285627","doi":"10.5664/jcsm.9512","title":"Guiding principles for determining work shift duration and addressing the effects of work shift duration on performance, safety, and health: guidance from the American Academy of Sleep Medicine and the Sleep Research Society","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Sleep & Circadian Network; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Alertness; Duration (music); Shift work; Work (physics); Medicine; Occupational safety and health; Applied psychology; Risk analysis (engineering); Paradigm shift; Patient safety; Human factors and ergonomics; Poison control; Psychology; Medical emergency; Health care; Psychiatry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06263226,0.003966597,0.003899526,0.005222575,0.003937391,0.005839532,0.009261378,0.01103672,0.004494007],"category_scores_gemma":[0.1187993,0.002834196,0.00540068,0.003187843,0.0054582,0.003930631,0.004974437,0.02089535,0.005265574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005739926,"about_ca_system_score_gemma":0.04321819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04272275,"about_ca_topic_score_gemma":0.1040589,"domain_scores_codex":[0.9564585,0.0193063,0.007182278,0.001273913,0.01449623,0.001282781],"domain_scores_gemma":[0.879555,0.05719617,0.00687231,0.002754485,0.04836622,0.00525586],"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":[0.0003614812,0.002340883,0.01085569,0.005562508,0.0004290252,0.0005056922,0.007009211,0.00647154,0.003626331,0.01851326,0.5599639,0.3843605],"study_design_scores_gemma":[0.001020202,0.00110147,0.04029503,0.02787711,0.0008794615,0.001183385,0.00870009,0.007897453,0.005724026,0.07317249,0.8313776,0.0007716477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007822928,0.074168,0.4038256,0.4379484,0.0157505,0.009124919,0.004105964,0.003519853,0.0437337],"genre_scores_gemma":[0.02490382,0.0254885,0.894168,0.03487215,0.001676828,0.007971269,0.001142193,0.0006056301,0.009171742],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06263226,"threshold_uncertainty_score":0.3312351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3019853646428503,"score_gpt":0.4976210068707389,"score_spread":0.1956356422278886,"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."}}