{"id":"W4320918600","doi":"10.3390/ijerph20043401","title":"Organizational Risk Factors for Aircrew Health: A Systematic Review of Observational Studies","year":2023,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aircrew; Occupational safety and health; Systematic review; Observational study; Medicine; Scopus; MEDLINE; Environmental health; Inclusion (mineral); Family medicine; Psychology; Engineering; Aeronautics; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01894836,0.001559398,0.007298894,0.01167314,0.0009427206,0.002860191,0.001705746,0.001824851,0.003315146],"category_scores_gemma":[0.08354429,0.001346847,0.009483218,0.01433605,0.001150612,0.002553761,0.001615966,0.001288348,0.0002484197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003846728,"about_ca_system_score_gemma":0.01548483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071428,"about_ca_topic_score_gemma":0.02691412,"domain_scores_codex":[0.9808684,0.006121453,0.009009399,0.001217656,0.002375298,0.0004078973],"domain_scores_gemma":[0.898496,0.07434609,0.01921418,0.001891194,0.005420944,0.0006317191],"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":[0.0002279622,0.00003544876,0.004639905,0.9579915,0.01620921,0.0001533376,0.0004073863,0.00008412286,0.0001102772,0.0001408439,0.0007478301,0.01925213],"study_design_scores_gemma":[0.0002958787,0.0003557945,0.02419345,0.8562637,0.1081115,0.0006075539,0.0008904033,0.00009311429,0.0001699011,0.0002790805,0.008683898,0.00005569565],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004229261,0.9939154,0.0003201426,0.0002315586,0.00008949422,0.0004888197,0.0005390621,0.000006559821,0.0001796372],"genre_scores_gemma":[0.05098699,0.9444882,0.001483301,0.0004893786,0.0001043349,0.001732715,0.0006040246,0.000006949247,0.0001041443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01894836,"threshold_uncertainty_score":0.1002097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4794656827646012,"score_gpt":0.5410703446873477,"score_spread":0.0616046619227465,"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."}}