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 descriptive reference grammar of Nishnaabemwin (Odawa and Eastern Ojibwe), a major dialect group within contemporary Ojibwe spoken in the vicinity of Lake Huron in Southern Ontario, represents the most comprehensive works on an Algonquin language published to date. It includes extensive descriptive treatment of phonology, orthography, inflectional morphology, derivational morphology, and major structural and functional syntactic categories. Points of grammar are copiously illustrated with example sentences indexed with thorough grammatical annotations. An extensive glossary of standard Algonquian linguistic terms is also provided. Written for both the beginning linguist as well as the scholar of Algonquian languages, this grammar provides simple explanations of linguistic terms as well as a thorough and comprehensive study of the language. Nishnaabemwin Reference Grammar represents a major contribution to linguistics in general and to Algonquian language study in particular.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 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