The Lived Experiences of Canadian-Born and Foreign-Born Chinese Canadian Post-Secondary Students in Northern Ontario
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
This phenomenological study provided an in-depth description of the internal meaning of the lived experiences of Canadian-born and foreign-born Chinese students in Canada and uncovered the differences in their social experiences. The study used semi-structured interviews to allow the participants to express their views on their lives in Northern Ontario, Canada. Four themes emerged: (a) perceptions of ethnic identity; (b) cultural integration; (c) perceptions of academic performance and (d) the effect of Canadian education on career options. The study revealed that Canadian-born Chinese students differed from their foreign-born counterparts in their viewpoints on ethnic identity; their perceptions concerning acculturation; and academic performance. They shared similarities in their views about Canadian and Chinese educational systems, teaching styles, and their career expectations.
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 | 0.001 |
| 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 | 0.001 | 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 it