Leading Literate Lives: Afghan Refugee Children in a First-Asylum Country
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
Most refugees in countries of permanent resettlement arrive from first-asylum countries – countries where refugees initially move to escape crisis in their homelands. Their pre-resettlement educational experiences have largely been undocumented. This qualitative ethnographic study describes the literacy practices of four elementary-aged Afghan refugee children in Pakistan. The findings revealed rich and various literacy practices these children and their families engaged in at home and beyond, such as practicing religious supplications or engaging in storytelling, trying to read and write in Urdu and English, reading the Quran or religious supplications, and helping others with their own literacy development. The parents and guardians highly valued literacy and believed it instilled manners, morals, and essential skills in their children. This research includes important implications for teachers working with refugee students.
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it