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
English has been spoken in Ireland for over 800 years, making Irish English the oldest variety of the language outside Britain. This 2007 book traces the development of English in Ireland, both north and south, from the late Middle Ages to the present day. Drawing on authentic data ranging from medieval literature to authentic contemporary examples, it reveals how Irish English arose, how it has developed, and how it continues to change. A variety of central issues are considered in detail, such as the nature of language contact and the shift from Irish to English, the sociolinguistically motivated changes in present-day Dublin English, the special features of Ulster Scots, and the transportation of Irish English to overseas locations as diverse as Canada, the United States, and Australia. Presenting a comprehensive survey of Irish English at all levels of linguistics, this book will be invaluable to historical linguists, sociolinguists, syntacticians and phonologists alike.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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