Reimagining Internationalization in Higher Education Through the United Nations Sustainable Development Goals for the Betterment of Society
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Higher education institutions (HEIs) play a critical role in creating and distributing the knowledge required to tackle the complex global challenges faced by society today. This role is frequently linked with the concept of the internationalization of higher education, but this concept in practice is also subject to criticism. This article argues that integrating the United Nations (UN) sustainable development goals (SDGs) into the teaching and learning functions, partnerships, research, and discovery functions of institutions has the potential to transform institutions and improve society through internationalization. In this article, the ideological and practical intersections of internationalization and the SDGs are discussed. Examples of initiatives around the world that have shaped societal discourse through the lens of internationalization and sustainable development are reviewed. The authors posit that integration of both concepts would enable HEIs to rise up to the global challenge of creating a better world for all.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it