{"id":"W3206484088","doi":"10.1002/ajim.23302","title":"Describing economic benefits and costs of nonstandard work hours: A scoping review","year":2021,"lang":"en","type":"review","venue":"American Journal of Industrial Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health","funders":"National Institutes of Health","keywords":"Psychological intervention; Staffing; Absenteeism; Work (physics); Productivity; Medicine; Overtime; Earnings; Cost–benefit analysis; Occupational safety and health; Economic cost; Public economics; Business; Economics; Nursing; Finance; Economic growth; Labour economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002005637,0.0004674863,0.005195048,0.000470966,0.00005011905,0.00001486466,0.0003869047,0.0003519657,0.0007704339],"category_scores_gemma":[0.001262356,0.0003416744,0.0004569782,0.0009499187,0.000633157,0.00006702215,0.00006873521,0.001575537,0.000008404553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685451,"about_ca_system_score_gemma":0.00122818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136268,"about_ca_topic_score_gemma":0.000005471112,"domain_scores_codex":[0.9954034,0.0009419075,0.002581937,0.0003589611,0.0003442305,0.0003695674],"domain_scores_gemma":[0.9930716,0.001546217,0.004358069,0.0004046832,0.0002019613,0.0004174926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006529008,0.00002513536,0.0001272681,0.0001249963,0.001007497,0.000116811,0.0001144621,0.000001050516,1.446072e-8,0.00005907552,0.004902415,0.993456],"study_design_scores_gemma":[0.00147728,0.001089124,1.226721e-7,0.9885948,0.003359565,0.0005506123,0.0003851281,1.055787e-8,1.830809e-7,3.67777e-8,0.004289153,0.0002539677],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001623435,0.9955106,0.00002633063,0.0004130789,0.002576323,0.0007247896,0.00002408065,0.000007977763,0.000554435],"genre_scores_gemma":[0.0001873098,0.9973889,0.0001144738,0.0002281059,0.001989178,0.00001395105,0.0000156711,0.00006084269,0.000001580439],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.993202,"threshold_uncertainty_score":0.9999035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1787724128150001,"score_gpt":0.4008990969472296,"score_spread":0.2221266841322296,"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."}}