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Record W4413597676 · doi:10.5772/intechopen.1011747

Developing and Evaluating Intercultural Competence in MA Curricular: An Outcome-Based Assessment Approach

2025· book-chapter· en· W4413597676 on OpenAlexaff
Juana Du

Bibliographic record

VenueEducation and human development · 2025
Typebook-chapter
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsRoyal Roads University
Fundersnot available
KeywordsIntercultural competenceCompetence (human resources)PsychologyPedagogyEngineering ethicsEngineeringSocial psychology

Abstract

fetched live from OpenAlex

This book chapter explores enhancing intercultural competence in the Master of Arts program in communication studies, emphasizing the importance of using an outcome-based assessment approach. Drawing upon the experience of working in an MA program as the academic director and curriculum developer, the author presents a new framework of intercultural competence, aligning with the main domains based on the UNESCO framework. It provides an empirical case of building intercultural competence as an essential learning outcome in an MA of communication study program that comprises of 14 courses, including intercultural learning projects and research papers. It emphasizes an outcome-based assessment approach that incorporates universal design for learning (UDL) to accommodate the diverse and unique learning needs of students with diverse backgrounds in international programs. It offers several practical implications for higher education educators to rethink and embrace the development of intercultural competence in MA curricula.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.832
Threshold uncertainty score0.801

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.132
GPT teacher head0.445
Teacher spread0.313 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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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