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Record W4414173154 · doi:10.22215/apb.v2i3.5511

“Nobody remembers them”: Exploring the Moral Weight of the Thin Blue Line Patch and the Potential for Moral Injury Among Canadian Police

2025· article· en· W4414173154 on OpenAlexaboutno aff
Zachary Towns, Rosemary Ricciardelli

Bibliographic record

VenueApplied police briefings : · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGun Ownership and Violence Research
Canadian institutionsnot available
Fundersnot available
KeywordsOfficerMental healthSymbol (formal)Moral injuryIdentity (music)CollateralLyingRules of engagement

Abstract

fetched live from OpenAlex

The Thin Blue Patch (TBL) in Canada is laced in controversy. However, what is unclear, given the patch is a symbol to commemorate fallen officers, including those completing suicide, is if the moratorium on the patch further stigmatizes mental health. And if so, does this undermine efforts in policing to legitimize and destigmatize mental health? Decisions regarding patches tied to police officer identity and culture may underpin moral injuries in police officers – who may already be organizationally and operationally worn down. Placing moratoriums on a patch that is culturally meaningful to police officer identity, and is intended to normalize mental health complications tied to trauma exposure and help-seeking, may re-stigmatize mental health in novel and unintentional ways. The TBL patch is not simply tied to the commemoration of fallen officers. It also recognizes officers who are struggling on a day-to-day basis, who ‘nobody remembers’, and brings to light policing’s collateral impacts on mental health through shared struggles.

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 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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.696
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.037
GPT teacher head0.299
Teacher spread0.262 · 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 teacher head, not a consensus.

Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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