“Everybody Thinks Public Libraries Have Only Books”: Public Library Usage and Settlement of Bangladeshi Immigrants in Canada
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
Many public libraries in Canada offer services and programs for immigrants, including employment assistance to assist newcomers with their settlement in Canada. Using a mixed method research design, this study explores the use of public libraries by Bangladeshi immigrants in Canada including their use of public library settlement services, along with their pre-migration access to public library services. The study finds immigrants’ use of public libraries declines over time. However, it is also evident in this study that public libraries played a positive role in newcomers’ settlement into Canadian society. The findings related to the lack of familiarity with public libraries in a pre-arrival context highlight the importance of having a strong public library outreach program for immigrant populations. The author urges public libraries offering services to immigrants to make meaningful partnerships with pre-and post-arrival settlement agencies, local ethnic community and religious organizations, and ethnic media to spread the word about public library programs and services for immigrants.
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.
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 | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.032 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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