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Record W4400354884 · doi:10.1093/occmed/kqae023.1111

O-279 ASSESSING BURNOUT AND OCCUPATIONAL STRESS AMONG REHABILITATION PROFESSIONALS OF INDIGENOUS, BLACK, AND RACIALIZED BACKGROUNDS IN TORONTO, ONTARIO, CANADA

2024· article· en· W4400354884 on OpenAlexaffabout
Vijay Kumar Chattu, Behdin Nowrouzi‐Kia

Bibliographic record

VenueOccupational Medicine · 2024
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsBurnoutIndigenousOccupational stressRehabilitationOccupational burnoutProfessional psychologyMedicineGerontologyClinical psychologyPhysical therapyEmotional exhaustion

Abstract

fetched live from OpenAlex

Abstract Background Burnout and occupational stress can significantly impact home care rehabilitation professions (hcRPs) participation and engagement at work. The hcRPs provide services to clients who need help at home or long-term care facilities around the clock. This study aimed to understand burnout and job stress among hcRPs for racial/ethnic disparities related to burnout and occupational stress, and future policy implications. Methods We conducted in-depth interviews among the hcRPs with indigenous, marginalized, or racialized backgrounds. Participants from the equity-deserving groups were encouraged to describe their strategies to support their work-life balance and workplace mental health. The recorded data was transcribed, and thematic analysis was done using NVivo version 14. Results All the participants were female (n=10), from South Asian or of mixed-race backgrounds. Most participants were occupational therapists (6) or physiotherapists (3) and one speech therapist. All of them (100%) have experienced stress and burnout during the COVID-19 pandemic. The stressors and barriers included travel issues, increased client load, language barriers, discrimination, and work-life imbalance. Discussion hcRPs have experienced occupational stress due to fear of COVID-19 infection, concerns about transmitting the virus to loved ones, rapid changes in clinical practice, increased workload demands, and professional isolation. Participants also emphasized the support they received from their peers and employer during these challenging times. Conclusion This study is the first to explore burnout and occupational stress among RPs from racialized/ minority groups in Toronto, Ontario, Canada. Community-based organizations play a key role in fostering a safe, and inclusive work environment to improve the quality of home healthcare services.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.064
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.047
GPT teacher head0.468
Teacher spread0.421 · 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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