Immigrant Youth’s Perceptions of the Library: A Pilot Study Involving Youth Ages 14-18 years of African and Caribbean Origin
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
A pilot study of immigrant youth ages 14-18 of African and Caribbean descent revealed a generation wired to the internet for their information needs. The study finds that they would benefit from library programs better suited to their day to day life questions concerned with living in the adopted community.Une étude pilote auprès de jeunes de 14 à 18 ans d'origine afro-caribéenne révèle une génération qui se branche sur le web pour satisfaire ses besoins informationnels. L'étude démontre que ces jeunes tireraient profit de programmes en bibliothèque mieux adaptés aux enjeux du quotidien qui pavent leur vie dans une communauté d'adoption.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.002 | 0.016 |
| Open science | 0.002 | 0.001 |
| 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