MétaCan
Menu
Back to cohort
Record W4412112907 · doi:10.1177/00084174251356348

Shattering Silence, Inviting Dialogue: Anti-Oppressive Occupational Therapy During the Genocide of Palestinians

2025· article· en· W4412112907 on OpenAlexvenueaboutno aff
Hiba Zafran, Brenda L. Beagan, Dominique Shephard, Heidi Lauckner, Karen Whalley Hammell, Katie Lee Bunting, Marie-Lyne Grenier, Pier‐Luc Turcotte, Sara Abdo, Tal Jarus

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
Fundersnot available
KeywordsOppressionSociologyInjusticeHuman rightsReflexivityOccupational therapySilenceGenocideOccupational sciencePublic relationsPolitical sciencePsychologyLawPoliticsSocial science

Abstract

fetched live from OpenAlex

Background. Occupational therapists are obligated to promote human rights and are required to advocate for the profession's statements concerning social justice to align with its actions. Purpose. This Commentary provides an anti-oppressive perspective, developed from the different positions and identities of authors currently living in Canada, contending that the practices of occupational therapists cannot be viewed as disconnected from global conflicts such as the genocide of Palestinians, and providing guidance for those seeking to align their actions with the profession's espoused values and obligations. Key issues. Identifying anti-oppression as an ethical, moral, and professional imperative, this commentary articulates a principled examination of a complexified issue; providing suggestions for how occupational therapists, as individuals and as a profession, can engage in anti-oppressive practices through: (a) commitment to learning, (b) reflexive and reflective personal work, (c) the use of guiding frameworks, (d) building community, and (e) compassionate actions. Implications. Noting that there is never a neutral or apolitical position in the face of injustice, the paper invites dialogue, and provides suggestions and guidance for occupational therapists seeking to align their actions with their professional obligations in supporting human and occupational rights locally and globally.

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)0.025
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.106
Threshold uncertainty score0.211

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.029
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0550.069
Scholarly communication0.0130.007
Open science0.0030.013
Research integrity0.0110.014
Insufficient payload (model declined to judge)0.0020.000

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 head0.257
GPT teacher head0.487
Teacher spread0.230 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations6
Published2025
Admission routes2
Has abstractyes

Explore more

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