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Record W3199991527 · doi:10.25316/ir-16321

The current state of mental health and existing resources for correctional officers in British Columbia

2021· article· en· W3199991527 on OpenAlexaboutno aff
Rebecca Ann Proutt

Bibliographic record

VenueVIURRSpace (Vancouver Island University) · 2021
Typearticle
Languageen
FieldPsychology
TopicCounseling Practices and Supervision
Canadian institutionsnot available
FundersChina Scholarship CouncilAustralian Government
KeywordsMental healthState (computer science)Political sciencePsychologyGerontologyMedicinePsychiatryComputer science

Abstract

fetched live from OpenAlex

Purpose To assess the current state of mental health and the resources available for correctional officers working in Provincial correctional facilities in British Columbia. The amount of existing literature focusing on Canadian correctional officers as first responders are minimal, with very few focusing on the officers’ mental health. Methods Surveys were distributed to 1374 unionized employees in Provincial correctional centres in British Columbia. A mixed-methods approach utilized the SF-36v2 quantitative health survey and open-ended interview-style qualitative questions coded using convergent grounded theory. Results Utilizing a convergent approach to data analysis, SF-36v2 data was analyzed using z-score transformations and comparing results to t-scores derived from the 2009 United States general health survey. The average mental health component score was 34.28 [N=196], with 70% [N=196] meeting the criteria for first-stage depression screening. The general population MCS is 50, with 19% meeting depression criteria. Qualitative themes including abandonment, mortality and death were prevalent. Conclusions The correctional officers surveyed scored significantly lower in every test of mental health and wellness than the general population, with men reporting lower mental wellness than women. Officers reported feeling abandoned by the organization and unable to access proper resources. The employer should make significant efforts to improve their employees’ organizational culture and mental health, such as mandatory psychological check-ins and support for officers.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.714
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.018
GPT teacher head0.272
Teacher spread0.254 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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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