International Students in Ontario Secondary Schools: Demystifying the Stereotype
Bibliographic record
Abstract
This article addresses findings of a pilot study focused on the schooling experiences and social and cultural adaptation of international/visa students who have come to Canada to learn English and obtain an Ontario Secondary School Diploma. Nonnative speakers of English and noncitizens of Canada, they are generally brought to Canada by relatives who depart after installing them with host families with whom they have had virtually no previous contact. Respondents reported that most of these youths’ parents have made considerable sacrifices in the hope that acquisition of “legitimate” English will give their child access to global citizenship and a secure future. Findings indicate that many early study abroad international students experience difficulties with second language socialization and are considered “at risk” for academic failure. Testimony from educators and focal students reveals that this cohort experiences significant adaptation issues, including: loneliness and disorientation, depression, and disabling circumstances resulting from injudicious choices.
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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 | 0.000 | 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 | 0.000 | 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 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".