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
What is a diaspora? Given the number of university courses and study centres dedicated to the subject, definitions can be surprisingly hard to find. The Oxford English Dictionary describes a diaspora as the historic dispersal of the Jewish peoples referenced in the Bible, thereby encouraging associations with persecution and involuntary migration. Diasporas are often understood to be communities that identify themselves as distinct from their host societies by fostering memory of an ancestral homeland. More generalised interpretations are now commonplace. Almost any migrant population—and, significantly, their living descendants—can now be labelled a diaspora. Does this wider definition risk emptying the term of meaning? Citizens of North America and Canada, for example, who have forebears, or even a surname, that can be traced back to Scotland, Ireland, or England, are being encouraged by academics and politicians to identify themselves with a ‘homeland’ that they may know nothing about. If you need to be told by a research project that you are a member of a diaspora, the appropriateness of the term is surely in doubt.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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