Feeling excluded: international students experience equity, diversity and inclusion
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
Many institutions of higher education have committed to the principles of equity, diversity, and inclusion (EDI). This collective move signifies an effort to identify and confront systemic issues of marginalisation and exclusion of minoritised groups in contexts of higher education. Nevertheless, international students are not always considered an equity-seeking group, despite the structural barriers international students face. As a result, international students’ experiences of EDI remain underexplored and are typically examined from a perspective of internationalisation. The purpose of this paper is to investigate the experiences of five international students from the broader perspective of EDI at a Canadian university through a case study design. The findings demonstrate that, in spite of the university’s long-standing commitment to aspects of EDI, international students felt excluded and othered in the community. Their experiences pointed to a lack of intercultural awareness and sensitivity on the part of the superficially multicultural community, a lack of institution-led initiatives to include the students through socialisation with peers, and the limited internationalisation of the curriculum. This paper is concluded with a call for universities to recognise international students as a marginalised group in their EDI efforts and, potentially, address structural issues that internationalisation frameworks have neglected.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.012 |
| 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