{"id":"W3209647464","doi":"10.1016/j.aap.2021.106398","title":"How effective are Fatigue Risk Management Systems (FRMS)? A review","year":2021,"lang":"en","type":"review","venue":"Accident Analysis & Prevention","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; McGill University","funders":"National Institute for Occupational Safety and Health; Centers for Disease Control and Prevention; National Institutes of Health","keywords":"Occupational safety and health; Poison control; Engineering; Risk management; Human factors and ergonomics; Risk analysis (engineering); Forensic engineering; Computer science; Transport engineering; Medicine; Medical emergency; Business","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00192888,0.0009995596,0.004935076,0.001322387,0.0002332825,0.0003903313,0.0008035017,0.000780095,0.001467735],"category_scores_gemma":[0.0001369877,0.0008586954,0.005587108,0.005318821,0.00003699137,0.0002340493,0.0002726481,0.001017592,0.0006560751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004208863,"about_ca_system_score_gemma":0.00003533715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001726311,"about_ca_topic_score_gemma":0.0003885592,"domain_scores_codex":[0.9901314,0.005057548,0.001697815,0.001716169,0.0007646617,0.0006324437],"domain_scores_gemma":[0.9934494,0.000358967,0.003601558,0.002153262,0.0002498793,0.0001868834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003304067,0.0002291492,0.001823919,0.002888771,0.06028453,0.0001857208,0.00003610839,0.00001422848,1.61176e-9,0.0007523649,0.009685942,0.924096],"study_design_scores_gemma":[0.0003787506,0.00004854466,0.0004240808,0.1803338,0.2380762,0.00001423742,0.0002066882,0.000004102617,4.217955e-8,0.00002469192,0.5796409,0.000848002],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003645178,0.9818394,0.008550702,0.0000453118,0.001364119,0.004970982,0.00001042345,0.0001489125,0.003066526],"genre_scores_gemma":[0.0004481678,0.9827135,0.0001075189,0.00003586915,0.0002952214,0.004357835,0.002784105,0.0001092832,0.009148553],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.923248,"threshold_uncertainty_score":0.9994451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04671834957949701,"score_gpt":0.3844156781489813,"score_spread":0.3376973285694843,"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."}}