ᐊᖏᕐᕋᒧᑦ = Ruovttu Guvlui = Towards Home : Inuit & Sámi Placemaking
Bibliographic record
Abstract
"ᐊᖏᕐᕋᒧᑦ (angirramut) in Inuktitut or ruovttu guvlui in North Sámi mean “towards home.” To move towards home is to reflect on where Sámi people and Inuit find home, on what their connections to their lands means, and on what these relationships could look like moving into the future. Informed by the perspectives of a group of Inuit, Sámi, and settler co-editors, ᐊᖏᕐᕋᒧᑦ / Ruovttu Guvlui / Towards Home: Inuit and Sámi Placemaking explores Northern Indigenous forms of sovereignty shaped by an understanding of the land as home. It emphasizes caring for and living on the land as a way of being, and celebrates practices of spacemaking and placemaking that empower Indigenous communities." -- Editor's website
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".