Internationalization of Higher Education: Towards a Conceptual Framework
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Insufficient payload (model declined to judge)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: none
- Teacher disagreement score
- 0.798
- Threshold uncertainty score
- 0.999
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.373 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Higher education has now become a real part of the globalization process: the cross-border matching of supply and demand. Consequently, higher education can no longer be viewed in a strictly national context. This calls for a broader definition of internationalization, which embraces the entire functioning of higher education and not merely a dimension or aspect of it, or the actions of some individuals who are part of it. This article provides a conceptual and organizational framework of internationalization of higher education, which includes a discussion on the meaning and definition of the term, a description of the various rationales for and approaches to internationalization, and an analysis of strategies of integrating international dimensions in a higher education institution.
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.
The record
- Venue
- Policy Futures in Education
- Topic
- Higher Education Governance and Development
- Field
- Social Sciences
- Canadian institutions
- Institute for Christian StudiesUniversity of Toronto
- Funders
- not available
- Keywords
- InternationalizationHigher educationContext (archaeology)GlobalizationInstitutionMeaning (existential)Conceptual frameworkInternationalization of Higher EducationSociologyDimension (graph theory)International educationPolitical scienceBusinessEpistemologyEconomic growthSocial scienceEconomics
- Has abstract in OpenAlex
- yes