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Record W7010693745

Invisible Wounds: Assessing the Awareness of Moral Injury Among Toronto Police

2021· article· en· W7010693745 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2021
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsnot available
Fundersnot available
KeywordsMoral injuryMoral disengagementMental healthDutyMoral reasoningCoping (psychology)Suicide preventionSocial cognitive theory of morality
DOInot available

Abstract

fetched live from OpenAlex

Moral injury is believed to exist within the Canadian Police Services though it is difficult to recognize and is usually ignored. The research data emerging from military and first responders (i.e., police, firefighters, and EMS personnel) reveal the effects of moral injury and its implications for mental and spiritual health as it persists throughout the life and career of those affected.\nThis study investigates how moral injury may emerge from a potentially traumatic event(s) and/or psychological trauma and/or independent from such trauma and how moral injury may come to exist in members of the Toronto Police Service, as well as how it affects their health and spiritual well-being. Although only two of the 15 participants had heard the term moral injury prior to the study, 13 participants believed they had experienced moral injury when the meaning was explained. Participants agreed that the range of criminal activity witnessed in the line of duty was a source of moral conflict and injury, in addition to the challenging decisions and actions inherent to police work. Experiences described by participants that challenged their identity as a “good guy” also contributed to moral conflict and moral injury. Those who had prior military experience and had been diagnosed with PTSD acknowledged that moral injury could be experienced in response to a traumatic incident that led to symptoms of PTSD, but could also be experienced without accompanying symptoms of PTSD.\nParticipants described emotional, mental and physical effects apparently associated with experiences of moral injury and identified coping strategies, including setting boundaries, faith, and social support. Social support was identified as one of the most helpful strategies for coping with the moral conflict and systemic frustrations.\nDiscernment is needed to differentiate between moral injury and PTSD. In addition, the question remains whether moral injury is as prevalent in the Canadian Police Services as it is in the military. Many questions remain unanswered; further empirical work is needed in this critical area.\nKeywords: combat, beliefs, mental health, moral injury, post-traumatic stress disorder, trauma

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.279
Threshold uncertainty score0.561

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.056
GPT teacher head0.352
Teacher spread0.296 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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