Gaeltacht Thuaisceart an Oileáin Úir: post-territorial Irishness and Canadian multiculturalism
Bibliographic record
Abstract
In 2007 a remarkable development for the Irish language outside of Ireland took place. A dedicated space for speaking and learning the language was established in Ontario, Canada, now known as Gaeltacht Thuaisceart an Oileáin Úir. While the adoption of the term ‘Gaeltacht’ may be controversial in an allochthonous context, this site is sustained by a diasporic community that endeavours to preserve an Irish cultural identity through learning and speaking the language. This paper presents the results of fieldwork conducted among Irish-language learners in Canada who have invested time and resources to establish a permanent space for the language. Data retrieved through an online survey reveal that the language serves as a vehicle for those wishing to maintain or connect with an Irish cultural identity, as well as for those outside of the diaspora who learn the language for other social, professional or educational purposes. Notably, such narratives are perfectly at ease within a modern, multicultural Canada.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.011 | 0.008 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".