{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003080009,0.000109156,0.0002366208,0.0004200486,0.001114056,0.00006749303,0.0001942549,0.00008298839,0.0008312398],"category_scores_gemma":[0.000221639,0.00009642384,0.00003290061,0.0001166015,0.0001549233,0.0004499384,0.000147514,0.0009307115,0.00002958954],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002588261,"about_ca_system_score_gemma":0.009317277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02176817,"about_ca_topic_score_gemma":0.05517878,"domain_scores_codex":[0.9964414,0.0006692496,0.0006976411,0.000182847,0.001086795,0.000922119],"domain_scores_gemma":[0.9968293,0.0003265934,0.0002729707,0.0001027477,0.0002636263,0.002204735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001469053,0.0001694098,0.8696907,0.0002482174,0.00008227759,0.00006326049,0.009649946,2.746854e-7,0.00005470242,0.001462798,0.02744178,0.09098977],"study_design_scores_gemma":[0.0009540517,0.0004801546,0.6383832,0.0002497999,5.55361e-7,0.0001713142,0.006120292,0.00002269015,0.000004545594,0.0003262667,0.3532157,0.00007143723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.811211,0.01158523,0.000009817014,0.1747552,0.0008080635,0.000255105,0.0005898946,0.000004309178,0.0007813742],"genre_scores_gemma":[0.9556671,0.03391254,0.0002717793,0.008757968,0.0005349385,0.000006500891,0.0001052795,0.00001306382,0.0007307863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3257739,"threshold_uncertainty_score":0.996299,"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."}}