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Record W4410369385 · doi:10.3148/cjdpr-2025-012

Changes to Canadian Dietetic Education Models 1993–2021

2025· article· en· W4410369385 on OpenAlexaffvenueabout
Louise S. Mulsant, Marlene Wyatt, Janis Randall Simpson, Linda Dietrich, Paula Brauer

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2025
Typearticle
Languageen
FieldHealth Professions
TopicDietetics, Nutrition, and Education
Canadian institutionsHaliburton Forest & Wild Life ReserveUniversity of GuelphUniversity of Toronto
Fundersnot available
KeywordsTimelineSustainabilityContext (archaeology)Medical educationNutrition EducationMedicineNursingGerontology

Abstract

fetched live from OpenAlex

Purpose: There have been many changes to both academic and practical aspects of dietetic education in Canada since 1993. This study sought to document and explore major changes. Methods: Key informants (n = 22) identified through purposeful sampling completed semi-structured interviews, using a draft timeline based on a literature review. Recordings were transcribed, coded, and analyzed thematically using a social ecologic framework. Results: Five main themes emerged: (i) challenges with the traditional dietetic education model; (ii) emergence of champions for change; (iii) barriers and facilitators for change; (iv) shift towards integration; and (v) increasing access for diverse populations. The interviews supported that changes had been driven by a need to increase access to dietitians and to improve the capacity and sustainability of dietetic education. Conclusions: The past thirty years have been marked by changes in the organization and delivery of dietetic education in Canada, mainly through collaborations of university programs with health system and community partners. Overall, dietetic education programs have increased their capacity and sustainability. By doing so, they have improved access and better positioned the profession to meet the needs of diverse populations. These findings provide context for dietitians, educators, and students to prepare for future development of the profession.

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)0.011
metaresearch head score (Gemma)0.016
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.743
Threshold uncertainty score0.862

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.005
Science and technology studies0.0100.003
Scholarly communication0.0060.002
Open science0.0040.003
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0070.001

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 head0.177
GPT teacher head0.513
Teacher spread0.336 · 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 routes3
Has abstractyes

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Same venueCanadian Journal of Dietetic Practice and ResearchSame topicDietetics, Nutrition, and EducationFrench-language works237,207