MétaCan
Menu
Back to cohort
Record W4406336914 · doi:10.1177/00084174241310076

Post-COVID-19 Pandemic Restrictions: Follow-Up on Changes Within Canadian Academic and Fieldwork Curricula

2025· article· en· W4406336914 on OpenAlexvenueaboutno aff
Diane MacKenzie, Mary Roduta Roberts, Rose Martini, Christine Ausman, Cori Schmitz

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumAccreditationDocumentationMedical educationPandemicFlexibility (engineering)Academic integrityInterpersonal communicationMedicineOccupational therapyBest practiceCoronavirus disease 2019 (COVID-19)PsychologyNursingPedagogyPolitical science

Abstract

fetched live from OpenAlex

Background. COVID-19 pandemic restrictions necessitated curricular modifications in Canadian occupational therapy education. Documentation and reflection on temporary or permanent curriculum modifications and their perceived impact on student learning and outcomes is critical. Purpose. To explore and compare reported curricula changes (academic and fieldwork) during restricted and post-restricted delivery periods together with the perceived impact on learners. Method. A cross-sectional online descriptive survey was sent to key representatives from administration, curriculum, and fieldwork at all 14 accredited occupational therapy university programs in Canada. Findings. Overall, many pandemic-restricted curricula delivery and assessment changes shifted back toward pre-pandemic methods. Changes that were maintained were congruent with universal design or perceived limited adverse impact on learning. Both in-person and virtual learning were perceived as important for changing practice needs. Fieldwork placement recruitment remained a challenge, with some programs increasing the use of simulation. Interpersonal competency development and assessment method integrity were more visible and of concern. Conclusion. Interpersonal competency development and assessment method integrity were more visible and of concern. Programs demonstrated remarkable flexibility to shift, adapt, and deliver curricula, but the human cost for this accomplishment is still palpable.

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)0.003
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.968
Threshold uncertainty score0.229

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0020.002
Research integrity0.0010.001
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 head0.327
GPT teacher head0.527
Teacher spread0.200 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of Occupational TherapySame topicOccupational Therapy Practice and ResearchFrench-language works237,207