Asylum-seeking children’s experiences of detention in Canada: A qualitative study.
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
Children and parents seeking asylum are regularly detained in Canada, however little is known about the experiences of detained families. International literature suggests that the detention of children is associated with significant morbidity. Our study aims to understand the experiences of detained children and families who have sought asylum in Canada by using a qualitative methodology that includes semistructured interviews and ethnographic participant observation. Detention appears to be a frightening experience of deprivation that leaves children feeling criminalized and helpless. Family separation further shatters children's sense of well-being. Children's emotional and behavioral responses to separation and to detention suggest that the experience is acutely stressful and, in some cases, traumatic--even when detention is brief. Distress and impairment may persist months after release. Given the burden of psychological suffering and the harmful consequences of separating families, children should not be detained for immigration reasons and parents should not be detained without children.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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