{"id":"W4415529194","doi":"10.1016/j.comppsych.2025.152643","title":"Adaptation, implementation, and evaluation of a protective mental health intervention (Resilient minds) for Canadian volunteer firefighters","year":2025,"lang":"en","type":"article","venue":"Comprehensive Psychiatry","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Vancouver Biotech (Canada); Queen's University; McMaster University; University of Prince Edward Island; St Joseph's Health Centre; Hand and Upper Limb Clinic; Western University","funders":"Canadian Institutes of Health Research; Canadian Mental Health Association; Canada Research Chairs","keywords":"Volunteer; Mental health; Intervention (counseling); Training (meteorology); Occupational safety and health; Crisis intervention","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":[0.005321246,0.000546989,0.0004071467,0.0005499256,0.004704081,0.0008327125,0.001863731,0.0005595763,0.002043999],"category_scores_gemma":[0.006017928,0.0002898412,0.0006759147,0.0004238437,0.001426517,0.0004171642,0.00241231,0.0009977453,0.0001362047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01749586,"about_ca_system_score_gemma":0.08687438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6075261,"about_ca_topic_score_gemma":0.8246213,"domain_scores_codex":[0.9977676,0.0006933088,0.00006138461,0.0001328931,0.0004043495,0.0009404411],"domain_scores_gemma":[0.9969903,0.0002535393,0.0002264535,0.0001451406,0.0006028697,0.00178162],"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":[0.005043379,0.03406076,0.120977,0.0021311,0.0002746852,0.001335991,0.08279161,0.0022856,0.008570726,0.001393075,0.01388651,0.7272494],"study_design_scores_gemma":[0.004373887,0.04228991,0.8062868,0.002265298,0.0004144662,0.0003187744,0.09906979,0.002806015,0.004588237,0.001013447,0.03628403,0.0002894146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994154,0.0001375367,0.0003098876,0.0008349477,0.00005268292,0.002065775,0.00007972321,0.00004576386,0.002319524],"genre_scores_gemma":[0.988317,0.0004007408,0.005955483,0.0005772841,0.0000299901,0.002532849,0.0001859462,0.00001061197,0.00199002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3924739,"threshold_uncertainty_score":0.7895706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07244573141343202,"score_gpt":0.4451932143227584,"score_spread":0.3727474829093264,"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."}}