MétaCan
Menu
Back to cohort
Record W4391353077 · doi:10.1177/10848223231225246

The effects of occupational and mental stress among home care rehabilitation professionals working during the COVID-19 pandemic: An exploratory qualitative study

2024· article· en· W4391353077 on OpenAlexafffundabout
Aaron Howe, Kevon Jules, Jeremy KCD Tan, Raabia Khan, Anson Li, Brydne Edwards, Emily C. King, Sonia Nizzer, Basem Gohar, Amin Yazdani, Ali Bani‐Fatemi, Vijay Kumar Chattu, L Sinclair, Mhairi Kay, Behdin Nowrouzi‐Kia

Bibliographic record

VenueHome Health Care Management & Practice · 2024
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsLaurentian UniversityToronto Western HospitalCentre for Addiction and Mental HealthConestoga CollegePublic Health OntarioUniversity of GuelphUniversity of TorontoUniversity Health NetworkToronto Rehabilitation Institute
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsThematic analysisStaffingMental healthNursingHealth careStressorPandemicMedicineFocus groupExploratory researchQualitative researchRehabilitationCoping (psychology)Occupational stressPsychologyPsychological interventionCoronavirus disease 2019 (COVID-19)PsychiatryClinical psychologyBusinessPhysical therapyPolitical science

Abstract

fetched live from OpenAlex

Home care rehabilitation professionals (hcRPs) provide health services for clients with a broad range of medical conditions. During the COVID-19 pandemic, home care rehabilitation professionals experienced exacerbations of pre-existing work-related stressors, increased risk of transmission of the COVID-19 virus, reduced resource availability, greater workloads, and staffing shortages. The primary aim of this study was to examine the experience and impact of occupational and mental stress on hcRPs working during the COVID-19 pandemic. Semi-structured interviews were conducted with 24 hcRPs working in Ontario, Canada during the COVID-19 pandemic. Inductive thematic analysis was used to interpret and organize the data into conceptualized themes. Interview data was organized into three themes: (a) unique challenges of a home care rehabilitation professional, (b) COVID-19 exacerbations of home care occupational and mental stress, and (c) personal and workplace coping strategies. Many participants reported reducing their hours or taking on adjunctive roles in different clinical settings outside of home care due to work-related stress exacerbated by the COVID-19 pandemic. With a focus on the effects of COVID-19 on the practice of home care, this study provides a unique perspective on the challenges experienced by hcRPs during an emergent and evolving global public health concern. The exploratory nature of this research works towards providing a framework of factors to be addressed when creating sustainable healthcare interventions, as well as recommendations to support hcRPs to benefit both the community and health-care providers.

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)0.010
metaresearch head score (Gemma)0.014
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 score0.026
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0110.009
Scholarly communication0.0040.003
Open science0.0020.006
Research integrity0.0020.003
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 head0.071
GPT teacher head0.513
Teacher spread0.442 · 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

Citations9
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueHome Health Care Management & PracticeSame topicCOVID-19 and Mental HealthFrench-language works237,207