Egyptian and Roma Adolescents’ Perspectives on Their Developmental Assets in Albania During the COVID‐19 Pandemic
Bibliographic record
Abstract
This mixed‐method study explores the accessibility of developmental assets among Egyptian and Roma minority youth in Albania during the COVID‐19 pandemic. Six focus groups were conducted in August 2020 with Egyptian (n = 16) and Roma (n = 15) adolescents (14–20 years, Mage = 16.71; SDage = 2.00; 14 girls and 17 boys). In addition, adolescents rated how much they experienced each developmental asset. Descriptive and thematic analyses highlighted: (1) low developmental assets and barriers to accessing resources, (2) mental health concerns and coping strategies, (3) the role of proximal contexts of life, and (4) experiences within the society in terms of discrimination, integration, and contribution to society. Inter‐sectoral community‐based interventions are urgently needed to mitigate the impact of the pandemic on minority youth.
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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 | 0.001 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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 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".