{"id":"W4410947558","doi":"10.3138/jmvfh-2024-0066","title":"Beyond first-line approaches: A scoping review of emerging operational stress interventions for military and public safety personnel","year":2025,"lang":"en","type":"review","venue":"Journal of Military Veteran and Family Health","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University","funders":"","keywords":"Psychological intervention; Safety culture; Business; Political science; Public relations; Engineering; Medicine; Management; Nursing; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004444043,0.0004133446,0.002952583,0.0006100666,0.001388698,0.00000398377,0.0002675019,0.0002738835,0.0000569428],"category_scores_gemma":[0.000612055,0.0003255666,0.0007183357,0.0003506479,0.0001106825,0.0003444014,0.0001190536,0.001110798,0.000001206207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787942,"about_ca_system_score_gemma":0.005455635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002435848,"about_ca_topic_score_gemma":0.0008053728,"domain_scores_codex":[0.9930302,0.001119069,0.004498536,0.0003922545,0.0003830206,0.0005769413],"domain_scores_gemma":[0.9950909,0.002168507,0.001416172,0.0002765103,0.0005576009,0.000490338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009429415,0.00009726045,0.0001676265,0.7301478,0.00009666853,0.000001000776,0.0008626247,0.000002218171,5.491095e-9,0.00009768336,0.00215749,0.2662754],"study_design_scores_gemma":[0.001098809,0.0007708175,0.000346337,0.8955588,0.0002680192,0.00002717736,0.001445275,0.0002004975,2.585185e-9,0.00004333997,0.1000296,0.0002112647],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009776327,0.9891949,0.001151063,0.002464857,0.0008111936,0.00415306,0.002031331,0.000009430157,0.00008644911],"genre_scores_gemma":[0.0000314033,0.9908811,0.004445835,0.003022192,0.0005528909,0.0002036603,0.0007643123,0.0000301774,0.00006838197],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2660641,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2824566762253007,"score_gpt":0.4993712280542782,"score_spread":0.2169145518289776,"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."}}