MétaCan
Menu
Back to cohort
Record W4394603351 · doi:10.1177/00084174241245622

Practicing During the COVID-19 Pandemic: Experiences of Canadian Hospital-Based Occupational Therapists

2024· article· en· W4394603351 on OpenAlexvenueaboutno aff
Samantha A. Oostlander, Katrine Sauvé-Schenk, D. Bissett

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2024
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsPandemicService delivery frameworkOccupational therapyMedicineNursingCoronavirus disease 2019 (COVID-19)Health careService (business)BusinessPhysical therapyPolitical science

Abstract

fetched live from OpenAlex

Background. The COVID-19 pandemic disrupted hospital operations worldwide, including services delivered by occupational therapists (OTs). Purpose. This study aimed to understand the experiences of OTs at one Canadian, tertiary care hospital during the 2021–2022 period of the pandemic. Method. We used a qualitative descriptive approach to describe the experiences of OTs during the pandemic. Findings. While there were similarities in the 10 participating OTs’ experiences, salient differences were largely linked to the method of service delivery. Inpatient OTs benefitted from the support of colleagues and developed coping strategies in response to high levels of workplace stress and anxiety and a perceived lack of support from many levels of society. Clinically, they spent more time on discharge planning with fewer resources. OTs providing virtual/hybrid services experienced unique challenges related to adapting their practice to a virtual platform, including challenges assessing patients. They described benefits associated with virtual/hybrid service delivery and brought up concerns around equity of service provision. Conclusion. OTs in this hospital setting faced challenges in providing patient care and supporting their own wellness during the pandemic. Future research could explore the role of leadership in supporting occupational therapy practice during public health emergencies.

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)0.004
metaresearch head score (Gemma)0.008
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 score0.075
Threshold uncertainty score0.433

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0300.010
Scholarly communication0.0060.002
Open science0.0030.008
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.000

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 head0.256
GPT teacher head0.484
Teacher spread0.228 · 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

Citations2
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of Occupational TherapySame topicCOVID-19 and Mental HealthFrench-language works237,207