{"id":"W3214751023","doi":"10.3390/ijerph182312666","title":"Canadian Career Firefighters’ Mental Health Impacts and Priorities","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St Joseph's Health Centre; Western University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs; Canadian Institutes of Health Research; Hamilton Health Sciences","keywords":"Mental health; Thematic analysis; Context (archaeology); Psychology; Workforce; Burnout; Occupational safety and health; Stressor; Psychological intervention; Workload; Qualitative research; Nursing; Applied psychology; Medicine; Clinical psychology; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.006793933,0.0004310029,0.0004332681,0.001883847,0.02491699,0.005329278,0.001516534,0.001154942,0.005346975],"category_scores_gemma":[0.009618392,0.0003866536,0.0005042677,0.002858326,0.006500425,0.001510226,0.003850201,0.001936924,0.0002153492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07521548,"about_ca_system_score_gemma":0.14264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9658892,"about_ca_topic_score_gemma":0.9860071,"domain_scores_codex":[0.9944688,0.001615963,0.0001236225,0.0002827525,0.0009853237,0.002523576],"domain_scores_gemma":[0.9941885,0.001577578,0.0004195429,0.0001117259,0.001808343,0.00189433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001218669,0.00004937508,0.06799932,0.000606352,0.00002404549,0.002141779,0.8689134,0.0001934383,0.001265004,0.009057959,0.01604341,0.03358407],"study_design_scores_gemma":[0.000005021345,0.00003266491,0.02695587,0.0003161591,0.00001176412,0.0001510973,0.9396731,0.00005294247,0.0001121792,0.0004086267,0.03224279,0.00003782296],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197462,0.004151755,0.000805307,0.02753187,0.0003569557,0.0003120003,0.0007773465,0.00002864391,0.04628988],"genre_scores_gemma":[0.9889812,0.002647075,0.000756923,0.002099058,0.00003464549,0.0001086158,0.0001445139,0.00001243738,0.005215494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9247845,"threshold_uncertainty_score":0.545729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428729859795238,"score_gpt":0.4811880343492271,"score_spread":0.3383150483697033,"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."}}