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Record W7099140271

Internationalization and Global Citizenship

2016· article· en· W7099140271 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsInternationalizationScholarshipKnightGlobal citizenshipInternational educationHigher educationCitizenship
DOInot available

Abstract

fetched live from OpenAlex

This paper shares insights into how university faculty understand and integrate internationalization and global citizenship ideas into their pedagogical practices. The study worked with a broad base of faculty to come to an understanding of what it means for scholarship to embrace internationalization in teaching and then to explore ways of sharing that knowledge through pedagogical practices in the classroom. The results demonstrate faculty commitments to global citizenship, willingness to share teaching strategies, and ethical concerns about internationalization. Through this project the researchers hope to inform capacity to understand, develop, and deliver teaching strategies that enhance values associated with global citizenship. Background to the Study For the past two decades, educational institutions across Canada have become increasingly involved in working toward internationalization. The strategic plan at the University of Regina, for example, addresses internationalization as a direction for growth. According to Knight (2008), internationalization is a “process of integrating an international, intercultural, and global dimension into the purpose, functions (teaching, research, and service), and delivery of higher education at the institutional and national levels ” (p. xi). Although the implications for internationalization are many, our study, Knowledge-Sharing for Improved Pedagogical Practices in Global Citizenship, asks what internationalization means for the scholarship of teaching and learning, particularly as it impacts the development of global citizenship. The research asked the following questions: 1) How do faculty define pedagogies and teaching practices about global citizenship? and 2) How do faculty support and implement teaching for global citizenship and what kind of strategies do they use? This paper outlines the study methods and themes that emerged from the research, and presents several pedagogical practices used by faculty to enhance internationalization and global citizenship.

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)0.004
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0050.022
Scholarly communication0.0080.007
Open science0.0000.008
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.016
GPT teacher head0.231
Teacher spread0.216 · 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 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
Published2016
Admission routes1
Has abstractyes

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