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Record W4411977192 · doi:10.1080/02615479.2025.2523810

Travelling virtually to Nepal: an innovative pedagogical approach to delivering social work education abroad amid the COVID-19 pandemic

2025· article· en· W4411977192 on OpenAlexaffabout
Christine A. Walsh, Rita Dhungel, Jill Hoselton, Hana Curties, Saleema Salim

Bibliographic record

VenueSocial Work Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsUniversity of the Fraser ValleyUniversity of Calgary
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)Pandemic2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Social workWork (physics)Political scienceSociologyEngineering ethicsPedagogyMedical educationMedicineVirologyEngineeringLaw

Abstract

fetched live from OpenAlex

This article shares findings from a research study that sought to evaluate the strengths and challenges of a virtually delivered, short-term international social work group study program (GSP) to Nepal that took place in Spring 2021 and 2022. This GSP entitled Community and Sustainable Development: Collaborative Field Study in Nepal was delivered virtually, in response to the COVID-19 global pandemic travel restrictions. Despite the obvious drawbacks of not traveling to Nepal, the instructors embraced the challenges as an opportunity to redevelop the course virtually and engage local practitioners, non-governmental organizations, instructors, and students meaningfully by drawing from an anti-oppressive and anti-colonial pedagogy, with an aim to promoting inclusivity, cultural humility, and sustainability. The GSP was led by two instructors from the Faculty of Social Work at the University of Calgary in Canada in partnership with the Department of Social Work at the Southwestern State College in Nepal. This article reviews the relevant literature, describes the methods, details the findings evaluating the model based on the voices of both Canadian and Nepali students and instructors who participated in the GSP. It outlines future implications for social work educators and researchers interested in offering sustainable, inclusive international education.

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)0.003
metaresearch head score (Gemma)0.004
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0070.004
Scholarly communication0.0050.002
Open science0.0030.009
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.001

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 head0.150
GPT teacher head0.475
Teacher spread0.326 · 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 routes2
Has abstractyes

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