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
This article investigates the various senses and derivations of the term nuna in the Inuit-Yupik languages in order to reveal its origin in referring to the Arctic tundra. These languages arguably derive from that of the ancestors of the earliest inhabitants of the North American tundra, other inhabitants of the circumpolar Arctic today having only moved up at later times. Likely etymological correspondences in Eurasian languages of the far north support the original meaning of the word, whose connotations can be contrasted with those of English land , by which it is usually translated. They include reference to the unique vegetation of the Arctic tundra and to settlement and migratory movements across it in the past. The word has survived through millennia as far apart as mountainous East Greenland and the Aleutian Islands chain, where it has been adapted (as Unangan tanaX) to the archipelagic setting. It is suggested that the term nunamiut , literally “tundra dwellers,” can suitably be applied to speakers of all these languages still today.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| 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