Emic and essentialist perspectives on Gaelic heritage: New speakers, language policy, and cultural identity in Nova Scotia and Scotland
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
Abstract The concept of the ‘new speaker’ has gained currency in the sociolinguistics of minority languages in the past decade, referring to individuals who have acquired an additional language outside of the home and who make frequent use of it in the course of their daily lives. Policymakers and language advocates in both Scotland and Canada make frequent reference to the role that new speakers may play in the future of the Gaelic language on both sides of the Atlantic, and Gaelic language teaching of various kinds has been prioritised by policymakers as a mechanism for revitalising the language. This article examines reflexes of this policy in the two countries, juxtaposing the ongoing fragility of Gaelic communities with new speaker discourses around heritage, identity, and language learning motivations. In particular, I consider Nova Scotian new speakers’ sense of identity as ‘Gaels’, an ethnonym largely avoided or problematised by Scottish new speakers. (Ethnolinguistic identity, heritage, language revitalisation, new speakers)*
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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