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Record W4415993748 · doi:10.1186/s43058-025-00804-y

Implementation and evaluation of a psychological first aid program to manage post-traumatic stress injuries among Canadian police officers

2025· article· en· W4415993748 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueImplementation Science Communications · 2025
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsMcMaster University Medical CentreDouglas Mental Health University InstituteUniversity of ReginaInstitut National de Santé Publique du QuébecMontreal Children's HospitalUniversité de MontréalMemorial University of Newfoundland
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFirst aidStress (linguistics)Psychological stressOccupational safety and healthPoison controlSuicide prevention

Abstract

fetched live from OpenAlex

BACKGROUND: Police officers are exposed to potentially psychological traumatic events and are at high risk of developing post-traumatic stress injuries (PTSI). Development and wide implementation of best practices for managing PTSI are needed. The psychological first aid (PFA) framework encompasses trauma-informed knowledge to guide the development of best practices. Based on the framework and on a pilot performed among Canadian police officers, we propose a PFA program including: 1) PTSI awareness e-learning; 2) PFA training provided by local trainers; and, 3) peer-to-peer PFA intervention to mitigate PTSI in police officers. The study was designed to evaluate the feasibility and effectiveness of a large-scale PFA program implementation among Canadian police officers. METHODS: A multi-phase mixed-methods participatory action research study is being performed in five phases according to the PFA implementation and the dynamic sustainability frameworks. The program 1) was adapted to environmental needs; 2) is progressively deployed; and, to be evaluated for 3) feasibility; 4) effectiveness; and, 5) sustainability. Local trainers (N = 10) were trained to then train PFA providers (N = 322 police officers) who could then administer the intervention to police officers as needed (i.e., PFA recipients). The e-learning is being co-developed and will be disseminated. Program feasibility (i.e., acceptability, demand, practicality, implementation) will be assessed through interviews with trainers (n = 10), providers (n = 30), and recipients (n = 20). The program effectiveness will be assessed by tracking changes in PTSI literacy and stigma among officers who complete the e-learning (n = 5700) using pre-post e-learning questionnaires. Pre-post training questionnaires with participating providers (n = 175) will track perceived competence to provide the intervention. Pre-post intervention questionnaires with recipients (n = 64) will track changes in putative protective factors (i.e., professional quality of life, work safety, coping, sense of efficacy, sense of hope) and symptoms of PTSI (i.e., anxiety-, depressive-, and post-traumatic stress disorder symptoms). DISCUSSION: The PFA program is designed to help officers to recognize PTSI, promote self-care strategies and help-seeking, enhance organizational support, and expand psychological support. The study could provide trauma-informed guidelines for implementation and evaluation practices in high-risk and interdependent organizations and inform future directions for policy decisions. TRIAL REGISTRATION: The study was pre-registered on OSF ( https://osf.io/7khgs/?view_only=33260c704ffc46ffb75a704320283ccf ).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.510
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.215
GPT teacher head0.606
Teacher spread0.390 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it