{"id":"W4293577691","doi":"10.1016/j.shaw.2022.08.006","title":"Synthesis of Evidence to Support EMS Personnel's Mental Health During Disease Outbreaks: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Safety and Health at Work","topic":"Disaster Response and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; McMaster University; University of Toronto; University of Waterloo; Conestoga College","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Mental health; Outbreak; Medicine; Disease; Intervention (counseling); Personal protective equipment; Occupational safety and health; Psychological intervention; Environmental health; Medical emergency; Infectious disease (medical specialty); Psychiatry; Coronavirus disease 2019 (COVID-19); Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00558204,0.0005648581,0.003500698,0.000294991,0.002336357,0.00001073811,0.0004666572,0.0001125078,0.002875984],"category_scores_gemma":[0.0004184292,0.0004524699,0.0004508741,0.0008134083,0.00005685576,0.0001164666,0.001475341,0.0007269903,0.0002686904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001885633,"about_ca_system_score_gemma":0.003716224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002160757,"about_ca_topic_score_gemma":0.00028227,"domain_scores_codex":[0.9914359,0.002916381,0.002793601,0.0009445411,0.0006662061,0.001243358],"domain_scores_gemma":[0.9948074,0.001076754,0.001794442,0.0009222505,0.00002871572,0.001370394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003089478,0.00004116149,0.00003981548,0.5677273,0.00005274364,0.00000903994,0.002952961,2.037598e-7,1.682929e-9,0.00004448205,0.01307769,0.4157456],"study_design_scores_gemma":[0.0001048254,0.00009339212,0.00006602857,0.4738348,0.0001301563,0.000002548217,0.0007553105,5.059339e-8,1.746615e-9,8.62071e-7,0.5248252,0.0001869132],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000362234,0.9673793,0.00001278003,0.01799017,0.0006492038,0.01282692,0.0004078458,0.00007457721,0.0006555686],"genre_scores_gemma":[0.000004859108,0.979793,0.00009227374,0.01140888,0.0001742403,0.002608268,0.0001729521,0.00008916346,0.005656437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5117475,"threshold_uncertainty_score":0.9997927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3066773130230764,"score_gpt":0.515513439806522,"score_spread":0.2088361267834456,"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."}}