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Record W4408791463 · doi:10.32920/28654559

Cultural Humility- Experience of a Nutrition Student at an African Clinic

2025· preprint· en· W4408791463 on OpenAlexaboutno aff
Youssef Elshaarawi, Kateryna Metersky

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
Fundersnot available
KeywordsHumilityCultural humilityPsychologySociologyCultural competencePedagogyAnthropologyMedical educationMedicineTheologyPhilosophy

Abstract

fetched live from OpenAlex

Background Demonstrating cultural humility is crucial in healthcare as it helps build bridges between healthcare practitioners and patients receiving care to understand their needs and tailor interventions. International placements are one of the best ways to enhance cultural humility. Methods This study investigated the externship experience of one Canadian undergraduate nutrition student at a North African clinic, utilizing Narrative Inquiry. Data were collected using the Narrative Reflective Process, specifically using drawings, proverbs, and mementos to share the participant’s story of experience. The reflection process was conducted in Ontario, Canada post arrival from the externship experience that took place one summer during the COVID-19 pandemic. Results The findings depict how student gained a deeper understanding of cultural humility, became aware of their own biases, and was able to comprehend and discover different perspectives to care delivery. Furthermore, diversifying their interactions and being immersed in different cultural situations opened their perspectives and enhanced their appreciation, nurturing their personal and professional development. The two main themes that emerged were self-reflection and care delivery constituents. Conclusion The study emphasizes the benefits of international placements for future development of healthcare practitioners, particularly in cultural humility. The student was able to gain a deeper insight into what cultural humility is in a relatively short period of time through this transcultural collaboration.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.073
Threshold uncertainty score0.145

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0190.008
Scholarly communication0.0040.002
Open science0.0020.006
Research integrity0.0020.006
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 head0.052
GPT teacher head0.398
Teacher spread0.347 · 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 designQualitative
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
Published2025
Admission routes1
Has abstractyes

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