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Record W4392952893 · doi:10.3148/cjdpr-2023-025

Linking Immigrants with Nutrition Knowledge (Project LINK): An Innovative Approach to Improve Cultural Competence in Dietetic Education

2024· article· en· W4392952893 on OpenAlexaffvenueabout
Hassan Vatanparast, Carol J. Henry, Mehdi Rostami, Sarah L. Finch, Allison Cammer, Emily Johnson, Zoe Longworth, Shou‐Yu Wang

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsUniversity of Prince Edward IslandUniversity of TorontoUniversity of Saskatchewan
Fundersnot available
KeywordsCompetence (human resources)Thematic analysisPsychologyMedical educationLogistic regressionCultural competenceOddsMedicineQualitative researchPedagogySocial psychologySociology

Abstract

fetched live from OpenAlex

Linking Immigrants with Nutrition Knowledge (Project LINK) was a service-learning cultural competence training programme completed by undergraduate dietetic students enrolled in the University of Saskatchewan’s (USASK) nutrition and dietetic programme. This paper evaluates the impact of participation in the programme on students’ cultural competence. We conducted a cross-sectional survey and qualitative analysis of reflective essays of 107 participants of Project LINK from 2011 to 2014. Cumulative logistic regression models assessed the impact of the intervention on students’ cultural competencies. The Akaike information criterion compared models and Spearman correlation coefficient identified possible correlation among pre- and post-intervention data points. Student reflective essays were analyzed by inductive thematic analysis. All cultural competencies improved comparing pre- and post-participation in Project LINK. Odds of increasing one level of student knowledge were 110 times of that prior to Project LINK. Comparing student competencies before and after Project LINK, the odds of increasing one level of students’ skills were six times greater, five times greater for increasing one level of students’ ability to interact or encounter, and 2.8 times greater for increasing one level of students’ attitude. The results of this study indicate Project LINK has successfully increased cultural competence and underscores the importance of combining opportunities for practical experience in addition to classroom-based training on cultural competence.

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)0.005
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.008
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.119
GPT teacher head0.468
Teacher spread0.349 · 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

Citations0
Published2024
Admission routes3
Has abstractyes

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Same venueCanadian Journal of Dietetic Practice and ResearchSame topicCultural Competency in Health CareFrench-language works237,207