The semantics of diversity in higher education: differences between the Global North and Global South
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
Abstract Inspired by neo-institutional theory, we explore whether the semantics of diversity appears to be global and universal through computer-assisted content analysis of 2378 publications. Diversity discourses are dominant, but only in the USA and Canada, UK and Ireland and Europe, not being present in Asia, Africa, the Middle East and Latin America. Diversity is interpreted differently across regions influenced by the local socio-political settings. Academic literature on diversity first appeared in the USA and Canada in the mid-1970s in relation to race and gender. In other English-speaking countries, diversity gained momentum only in the mid-2000s, with inclusion, gender, ethnicity and cultural diversity being the dominant terminologies. Later in that decade, diversity appeared in the academic literature in Europe, often framed as inclusion and gender. We did not find any evidence that the semantics of diversity has become global or universal and, therefore, question the cultural globalisation and the worldwide standardisation of academic knowledge around the valorisation of individual and collective differences.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.001 | 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