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Record W4400353272 · doi:10.1093/occmed/kqae023.1426

P-603 RETURN TO WORK PRACTICES IN ONTARIO POLICE SERVICES

2024· article· en· W4400353272 on OpenAlexaffabout
Dwayne Van Eerd, Morgane Le Pouésard, Emma Irvin, Basak Yanar, Arif Jetha, Emile Tompa, Monique A. M. Gignac, Tanya Morose

Bibliographic record

VenueOccupational Medicine · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsInstitute for Work & HealthHealth Canada
Fundersnot available
KeywordsWork (physics)BusinessEngineering

Abstract

fetched live from OpenAlex

Abstract Introduction Occupational injuries are common for police service members. The challenging physical demands of police work along with operational stress, are barriers to return to work (RTW) for police service members. Our objective was to examine RTW practices in Ontario, Canada police services. Methods In-depth interviews with members of Ontario police services (sworn and civilian) who have experience with work absence and RTW were conducted. A thematic analysis was used for the qualitative interview data. A stakeholder committee, including chiefs of police, police association members and occupational health and safety representatives, assisted with recruitment, interview terminology, and creation of messages from the results. Results Five themes emerged describing key aspects of the RTW process: Accommodation, Communication, Trust-building, as well as Context and Culture. The themes of context and culture revealed RTW challenges related to psychological injuries, stoicism, and hierarchical organizations. The RTW process themes captured aspects of accommodation (e.g. meaningful work), communication (e.g. timeliness and clarity), and trust-building issues (e.g. confidentiality and malingering). Details and illustrative quotes provide practical information about how programs can be implemented to improve the RTW process in policing. Conclusions/Implications The interview data yielded rich descriptions of the RTW processes in Ontario police services. Suggested policy and practice improvements include: accommodation flexibility; increased clarity of RTW process and expectations; genuine and timely communication; protection of confidentiality; and eliminating the use of stigmatizing language. Future RTW research in policing should focus on determining optimal communication approaches and better understanding the link between trust and RTW in policing.

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)0.001
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 score0.572
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.119
GPT teacher head0.452
Teacher spread0.333 · 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 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
Published2024
Admission routes2
Has abstractyes

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