{"id":"W4417164315","doi":"10.1016/j.jpsychires.2025.12.018","title":"An assessment of mental health challenges and occupational stressors among public safety personnel senior leadership","year":2025,"lang":"en","type":"article","venue":"Journal of Psychiatric Research","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; Wilfrid Laurier University; University of Regina","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Stressor; Occupational safety and health; Public health; Logistic regression; Occupational stress; Suicide prevention","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":[0.001037317,0.0002855705,0.0002599345,0.001318643,0.00107023,0.0006093094,0.0003610138,0.0002831082,0.001179028],"category_scores_gemma":[0.002938604,0.0002726125,0.0003398604,0.0008921225,0.0003224906,0.0004341766,0.0009632261,0.0004551803,0.0001902331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213239,"about_ca_system_score_gemma":0.00282047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05038686,"about_ca_topic_score_gemma":0.1219942,"domain_scores_codex":[0.9994843,0.00009380942,0.0000595574,0.00003962946,0.0001741513,0.0001485083],"domain_scores_gemma":[0.9981013,0.0001392121,0.0006797202,0.00004948267,0.0005083342,0.0005219653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002794333,0.00007046637,0.9909729,0.00004266427,0.00001578012,0.00007099582,0.002162369,0.00002264631,0.0001831851,0.00001365122,0.0002501521,0.00616726],"study_design_scores_gemma":[0.000002651623,0.0001625244,0.9942433,0.00002336627,0.000003314384,0.00007406818,0.005142674,0.00004154428,0.00002799955,0.00001257652,0.0002626781,0.000003244137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992323,0.00007518899,0.0000364529,0.00007403437,0.000003777275,0.00002983692,0.0001235361,0.000001738873,0.0004231493],"genre_scores_gemma":[0.9990457,0.0001969365,0.000208551,0.00004641848,0.00001099999,0.00004340423,0.0002122534,5.737254e-7,0.0002352005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05038686,"threshold_uncertainty_score":0.1001871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3126284489377793,"score_gpt":0.541944648072995,"score_spread":0.2293161991352157,"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."}}