{"id":"W4280513873","doi":"10.3390/ijerph19105961","title":"Mental Health and Well-Being Needs among Non-Health Essential Workers during Recent Epidemics and Pandemics","year":2022,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council; Irish Research Council for the Humanities and Social Sciences","keywords":"CINAHL; Mental health; PsycINFO; Pandemic; Occupational safety and health; Personal protective equipment; Anxiety; Coping (psychology); MEDLINE; Psychology; Population; Medicine; Nursing; Environmental health; Psychological intervention; Psychiatry; Coronavirus disease 2019 (COVID-19); Political science; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002123202,0.0001356602,0.0005390063,0.001639377,0.0005581476,0.001306105,0.0004111808,0.0007014246,0.001554471],"category_scores_gemma":[0.01085767,0.0001839202,0.0006546829,0.002058813,0.0004176766,0.001437403,0.0007934387,0.0006555152,0.00006603149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201095,"about_ca_system_score_gemma":0.002049983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01889489,"about_ca_topic_score_gemma":0.04747057,"domain_scores_codex":[0.9992439,0.0002932549,0.0001300352,0.00006103572,0.0001054776,0.0001664126],"domain_scores_gemma":[0.9953672,0.002999543,0.0008823278,0.00005101282,0.0003935994,0.0003063552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006679527,0.0004822084,0.439615,0.09188551,0.001683118,0.005749193,0.1216486,0.0003611194,0.001153957,0.002020651,0.01186393,0.3228688],"study_design_scores_gemma":[0.00005705032,0.0004147636,0.8222764,0.04272008,0.0008125046,0.001322047,0.1141177,0.0001610823,0.0001640668,0.0007422723,0.01715068,0.00006123851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8243491,0.1590734,0.0001166385,0.009058546,0.0002906418,0.0001551707,0.001378597,0.000005146661,0.005572744],"genre_scores_gemma":[0.8996549,0.09772868,0.0002791359,0.001269965,0.0001593956,0.0001782038,0.0003808046,0.000002552438,0.0003464476],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01889489,"threshold_uncertainty_score":0.03756982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374188146562606,"score_gpt":0.4914715407394502,"score_spread":0.3540527260831896,"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."}}