Immigrant Youth in Canadian Postsecondary Education: Pathway Morphologies in the Province of Quebec
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 article aims to describe and understand the postsecondary pathway morphologies of immigrant youth in Quebec, as well as the factors contributing to structuring them. The results obtained from the analysis of the Ministry of Education data (N = 20,387) show that these young people pursue postsecondary education through linear pathways in larger proportions than their peers whose parents are born in Canada. However, the differences are much higher at university level than at that of general and vocational colleges (known by their French acronym CÉGEP: Collège d’enseignement général et professionnel). In addition, there are significant differences among immigrant youth according to the geographical region of origin of their parents. In contrast, there is almost no difference in nonlinear pathways. This article suggests some possible interpretations.
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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 | 0.000 | 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