MétaCan
Menu
← Back to cohort
Record W7064325486

Behind blue doors: cisgender female police officers’ experiences of psychological stress and mental health

2021· other· en· W7064325486 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2021
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthThematic analysisInclusion (mineral)Interpersonal communicationIdeologyStress (linguistics)Situational ethicsTraumatic stress
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this study was to identify and describe how female police officers experience psychological stress, what elements or factors impacted their experiences of psychological stress, and why psychological stress was experienced within their employment as officers. It explored the impacts of psychological stress on overall mental health. Critical realist theory informed the multiple case study design that revealed generative mechanisms capable of producing the participants’ lived experiences. The data were collected from semi-structured interviews with 14 cis-gender female police officers employed within 10 Canadian policing organizations across 11 diverse geographical locations. Additional data sources (grey literature, newspaper articles, a documentary) were analyzed as well. Thematic analysis was completed through which five themes were revealed: moral toll, procedural injustice, mental health impacts, mental health support/promotion, and mentorship, interpersonal relationships, and shared experience. A critical realist framework highlighting anti-oppressive and feminist concepts was used to analyze the data related to the identified themes. The results suggested that cis-gendered female police officers’ psychological stress experiences occurred due to complex and compounding interactions between various system levels (macro, meso, and micro), each containing intricate entities of its own. Patriarchal ideology and continued measures intended to preserve male domination over females were the mechanisms that generated much of the women’s stress and mental health problems. Theoretical contributions include the application and elaboration of anti-oppressive concepts to a new setting, a police context. This inclusion helps provide a solid rationale for integrating both anti-oppressive and gendered lenses when designing, implementing, and evaluating policies and programming to ensure that the needs of policewomen are accurately represented and included. Such inclusion may help mitigate oppressive aspects and practices and prevent harm from occurring where possible. The findings also suggest the need for policing organizations to assess and interview potential therapist candidates to ensure they possess such knowledge and provide members with a list of suitable options. Future studies could include a more racially and sexually diverse group of participants, both on active duty and retired, to explore their experiences of psychological stress and mental health impacts.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.006
Scholarly communication0.0040.002
Open science0.0010.004
Research integrity0.0010.002
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 head0.026
GPT teacher head0.278
Teacher spread0.252 · 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 designQualitative
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

Explore more

Same venueMspace (University of Manitoba)→Same topicMagnetic confinement fusion research→French-language works237,207→