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Record W4401499086 · doi:10.1177/03080226241269251

Burnout and occupational stress of home care rehabilitation professionals transitioning out of the COVID-19 pandemic in Ontario, Canada

2024· article· en· W4401499086 on OpenAlexafffundabout
Behdin Nowrouzi‐Kia, Emily C. King, Brydne Edwards, Sonia Nizzer, Amin Yazdani, Basem Gohar, Ali Bani‐Fatemi, Aaron Howe, Yusra Fayyaz, Bushra Binte Alam, Raabia Khan, Vijay Kumar Chattu

Bibliographic record

VenueBritish Journal of Occupational Therapy · 2024
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsConestoga CollegeUniversity of TorontoUniversity Health NetworkUniversity of GuelphPublic Health OntarioLaurentian UniversityToronto Rehabilitation Institute
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsBurnoutEmotional exhaustionRehabilitationOccupational stressCoping (psychology)PandemicHealth careMedicineNursingPsychologyClinical psychologyCoronavirus disease 2019 (COVID-19)Physical therapyDisease

Abstract

fetched live from OpenAlex

Introduction: The COVID-19 pandemic has significantly impacted the home healthcare industry, with increased rates of burnout and stress among homecare rehabilitation professionals (hcRPs). This study aimed to (1) examine the nature of burnout and occupational stress among homecare rehabilitation professionals at a large home care organization in Ontario, Canada, transitioning out of the pandemic, and (2) assess its impact on work participation and engagement. Methods: We conducted a cross-sectional survey using the National Institute for Occupational Safety and Health Generic Job Stress Questionnaire and Copenhagen Burnout Inventory to examine burnout and job stress. Results: One hundred thirty-nine participants identified that work stress and burnout are more likely to occur when one struggles to cope, experiences unexpected circumstances, and feels a lack of control, which can lead to anger and emotional exhaustion. The adjusted odds ratio for emotional exhaustion was 5.46, indicating that the probability of experiencing work stress among homecare rehabilitation professionals increases as emotional exhaustion increases. Significant associations were found between coping with daily tasks and levels of burnout. Conclusion: Work stress and burnout influence coping, unexpected circumstances in homecare rehabilitation professionals work-life. Furthermore, highlighting the need to provide organizational support and policies that specifically address these issues in the home care sector.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.297
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.082
GPT teacher head0.424
Teacher spread0.342 · 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 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

Citations2
Published2024
Admission routes3
Has abstractyes

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