Voices From the Periphery: Lived Experiences of Women International Students From the Global South Studying at U.K. Universities
Bibliographic record
Abstract
Intersectional perspectives on International Student Mobility are burgeoning; however gendered aspects are rarely examined. This paper offers a contribution to this lacuna and provides further understanding of how gender shaped the experiences of six women international students from the Global South. The women participated in semi-structured interviews as part of a wider study analysing ISM in relation to socio-economic status (SES). The women could be seen to be aligned with the ‘post-feminist neoliberal subject’ with evidence of making choices, a desire for financial independence and strong career aspirations. However, life stage and home country cultures intersected with transnational caring for four of the women. This resulted in a re-alignment of ‘success’ upon completion of educational opportunities which reflect gendered inequalities in society. This suggests that there can be a clash of the imagined future identity of a ‘strong independent career woman’ with naturalised aspects of femininity for women international students.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.014 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".