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
In the mid-1980s, I began doing fieldwork in Northumberland, in the Northeast of England, interested in studying a regional musical revival. Research in Northumberland, a place that is comparatively small (although large for an English county), with a strong regional identity and a distinctive body of music, appealed to me as a way of thinking about musical revival and renewal, and I spent about a decade, on and off, doing fieldwork and historical research there. Then, nearly a decade later, I began fieldwork in Cape Breton, on the edge of North America, in eastern Canada, another regional world of music, one in which local music is burgeoning as never before. The Cape Breton situation is somewhat different—arguably, it is a revival, but, and equally arguably, it is not well described by that term. For the purposes of this essay, I will use the rubric revival to describe musicking in Northumberland and Cape Breton, and I will also refer to the widely influential American folk revival. When I speak, in this essay's title, of revivals “on the edge,” it is in two senses, one a matter of geography, the other one of scholarship. Northumberland and Cape Breton are both geographically on the margins, Northumberland a borderland, Cape Breton a comparatively isolated island on the edge of a continent. And in my discipline, the study of revivals has until recently been a marginal pursuit.
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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