Linguistic Capital in the University and the Hegemony of English: Medieval Origins and Future Directions
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
As the institution of university has evolved into a highly diverse educational community, the language of communication (or linguistic capital) in higher education plays a vital role. Therefore, English as a medium of instruction (EMI) became the dominant characteristic of academia in many parts of a (globalized) world. This growing influence of EMI has affected the scope of both higher education and academic research. Being a linguistic form of capital, the significance of English as a major linguistic resource can be analyzed historically since the institution of university was founded. In fact, EMI seems to have challenged the linguistic diversity and accessibility to higher education in the contemporary world. The case of Canadian higher education highlights new directions in the exploitation of the linguistic capital at university, and the emerging concept of a multilingual university could offer some unique opportunities for knowledge mobilization and access to higher education. Thus, the issue of linguistic capital at the current (globalized) university needs to be re-examined.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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