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Record W3136836620 · doi:10.32920/cd.v5i2.1407

Towards a definition of anti-oppressive dietetic practice in Canada

2021· article· en· W3136836620 on OpenAlexvenueaboutno aff
Eric Ng, Caroline Wai

Bibliographic record

VenueJournal of Critical Dietetics · 2021
Typearticle
Languageen
FieldHealth Professions
TopicObesity and Health Practices
Canadian institutionsnot available
Fundersnot available
KeywordsOppressionHealth equitySocial workNursingEmpowermentEquity (law)Public healthPrivilege (computing)Cultural competenceMedicineMainstreamSociologyHealth carePublic relationsPolitical sciencePoliticsPedagogyLaw

Abstract

fetched live from OpenAlex

Increasingly, dietitians have found ourselves working with racialized clients, communities, and colleagues across the health and food systems in Canada. We are often asked to treat the adverse health outcomes of Black, Indigenous, and racialized communities resulting from these oppressions at the individual level. However, it is the role of dietitians to engage in efforts to "reduce health inequities and protect human rights; promote fairness and equitable treatment" (College of Dietitians of Ontario, 2019). An anti-oppression approach is required for dietitians to understand how their power and privilege shape the dietitian-client relationship. The purpose of this commentary is to propose a shift from cultural competence or diversity and inclusion in dietetics to an explicit intention of anti-oppressive dietetic practice. We begin our exploration from the Canadian context. We draw from our background working in health equity in public health, and our experiences facilitating equity training using anti-oppression approaches with dietetic learners and other public health practitioners. In creating a working definition of anti-oppressive dietetic practice, we conducted a scan of anti-oppression statements by health and social services organizations in Ontario, Canada, and literature from critical dietetics. A literature search revealed anti-oppressive practice frameworks in nursing and social work. However, this language is lacking in mainstream dietetic practice, with anti-oppression only discussed within the literature on critical dietetics and social justice. We propose that "dietitians can engage in anti-oppressive practice by providing food and nutrition care/planning/service to clients while simultaneously seeking to transform health and social systems towards social justice."

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)0.014
metaresearch head score (Gemma)0.019
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: Empirical · Consensus signal: none
Teacher disagreement score0.306
Threshold uncertainty score0.805

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.019
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.009
Science and technology studies0.0480.063
Scholarly communication0.0180.007
Open science0.0050.012
Research integrity0.0050.010
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 head0.096
GPT teacher head0.465
Teacher spread0.370 · 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
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

Citations8
Published2021
Admission routes2
Has abstractyes

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