{"id":"W7083687079","doi":"10.35502/jcswb.460","title":"A call to rest: Mitigating the impacts of the extended firefighter workweek","year":2025,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Firefighting; Mental health; Sleep hygiene; Sleep (system call); Occupational stress; Occupational safety and health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003552082,0.0003236487,0.0002817379,0.0008835787,0.0092238,0.003674296,0.001977387,0.001987087,0.006376522],"category_scores_gemma":[0.009510341,0.0002331512,0.0004877002,0.0005569713,0.003472127,0.001965772,0.004613264,0.00271983,0.000609163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01109527,"about_ca_system_score_gemma":0.0490845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2516338,"about_ca_topic_score_gemma":0.57561,"domain_scores_codex":[0.9977313,0.0007767844,0.00005812658,0.0001318782,0.0004987998,0.000803109],"domain_scores_gemma":[0.9951999,0.0007472709,0.0005881018,0.0002369111,0.0007230434,0.002504743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006628556,0.002616889,0.07915109,0.001534043,0.0001961551,0.001843386,0.1031401,0.003787956,0.01143003,0.07711264,0.170568,0.5479569],"study_design_scores_gemma":[0.0001350489,0.001238063,0.2738705,0.003290022,0.0001706789,0.0003899043,0.1824422,0.002131003,0.001981596,0.02379596,0.5103305,0.0002244052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6111139,0.006553703,0.01842334,0.1917202,0.003904368,0.0008021162,0.0003565049,0.0004759706,0.1666499],"genre_scores_gemma":[0.961009,0.003246772,0.006923488,0.0120252,0.0004928078,0.000325423,0.0001195057,0.00006716182,0.01579061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2516338,"threshold_uncertainty_score":0.5003382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103242994300797,"score_gpt":0.2914122585643295,"score_spread":0.2803798286213215,"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."}}