Unaccompanied Refugee Youth: Their Migration, Maturity, and Best Interests
Bibliographic record
Abstract
In this Major Research Paper (MRP), I address the issue of unaccompanied refugee minors (URMs) who are adolescents between the ages of 14 and 18. Canada’s immigration and refugee board (IRB) and immigration officials rely on the convention on the rights of the child (CRC) as well as Canadian guidelines pertaining to age and, to a lesser degree, competence are used as the two main indicators of the child's capacity to be mature, reasonable, and independent before, during, and after their migration process. This can result in URMs being assessed as incompetent and incapable. It is not the purpose to argue that URMs should not be given all the rights of children, as they are minors. Rather, I argue that specific Articles of the UNHCR’s Convention on the Rights of the Child limit the recognition of the decision-making ability of unaccompanied refugees in their process of development into adulthood by ignoring the way their migration experiences speed and enhance their maturation. Therefore, I conclude that the maturity and capability of URMs should be properly assessed in a more sophisticated process, one to be developed through further research, a process that will afford them an opportunity to make clear what they deem best for themselves and why, rather than one that assigns them to the protocols appropriate for “children”.
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.
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".