A river of names: The multiple voices of an Innu Riverscape
Bibliographic record
Abstract
Abstract Uamashtakan . Tekuatepeliu . Manishtikaushipu . Uashaupishkau . Manikuakanishtik u . I am a river of names. Like countless waterways around the world, I have been given a single official denomination—Manicouagan—by the State through the colonial renaming of land. Though the word Manicouagan derives from the original language of my People, the Pessamiulnuat (Innus of Pessamit), it carries a very small piece of my whole history and speaks with a monolithic voice. As an ancestral route connecting families to their hunting territories, each of my swirls and back eddies has something to say, witnesses to a longstanding and ongoing narrative. Going back to the meanings, practices, stories, and values that some of my People's denominations still bear, I wish to make myself heard differently from the voices that are both theirs and mine.
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 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 | 0.004 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".