International Students and Cultural Identity
Bibliographic record
Abstract
The aim of the research is to explore the cultural adjustment challenges faced by international students in Ontario. Specifically, this study examined how studying in Canada affects the cultural identity of international students and how international students' cultural identity affected their learning experiences in Canada. Using a qualitative methodology, using interviews as a data collection tool, a total of 10 international students from different colleges and universities across Ontario were engaged virtually with 7 open ended questions through which participants shared their experiences of settling into the Canadian Culture. Participants shared their experiences of cultural adjustment highlighting culture shock, challenges with socialization and the role of community in easing their cultural adjustment challenges. The unique contribution of our study is the various changes the international students had to make to their cultural identities to fit into the Canadian culture whereas this did not feature in any of the existing literature we had reviewed. Also, we found that globalization has made it easier for international students to navigate the cultural identity challenges they face.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".