{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02265358,0.002261942,0.005653495,0.02771144,0.001236714,0.007455722,0.002899636,0.00358334,0.006159185],"category_scores_gemma":[0.1400437,0.001572557,0.009154429,0.0260052,0.001570874,0.005257388,0.002722304,0.003374771,0.0005411498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009916366,"about_ca_system_score_gemma":0.02034594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01339422,"about_ca_topic_score_gemma":0.02119897,"domain_scores_codex":[0.9815462,0.006993689,0.005412494,0.0008451883,0.004672802,0.0005296061],"domain_scores_gemma":[0.858892,0.119811,0.01127669,0.001181989,0.008390993,0.0004472634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002507372,0.00007438761,0.00183239,0.6838598,0.007465497,0.0002569265,0.000503923,0.002008736,0.0001038468,0.009017849,0.00926816,0.2853578],"study_design_scores_gemma":[0.0000369197,0.00006277999,0.002025018,0.9485639,0.008300347,0.0002408606,0.0003891883,0.0002955769,0.0001124832,0.002989147,0.03694949,0.0000342576],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001017365,0.9932401,0.0007319548,0.001585442,0.0003532205,0.0003284913,0.0007355705,0.00000971847,0.001998199],"genre_scores_gemma":[0.008798452,0.9888043,0.0008780045,0.0004269392,0.0001331747,0.0004861338,0.0003086436,0.000009759174,0.000154667],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02771144,"threshold_uncertainty_score":0.119805,"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."}}