Bibliographic record
Abstract
Abstract Ojibwe is a general term for a group of closely related Algonquian languages and dialects that were spoken in the northern Great Lakes region of North America at the time of contact with Europeans in the early seventeenth century. In this chapter I will present data exclusively from the variety still spoken along the shores of Lake Huron, identified by its speakers as Nishnaabemwin, and by linguists as Ottawa or Odawa. The language is spoken fluently and robustly by several hundred speakers on Manitoulin Island, in northern Lake Huron, but is not being actively learned by children, so the present generation of speakers will probably be the last to use the language vitally. There are also limited numbers of speakers at other communities around Lake Huron, such as Walpole Island and Cape Croker, Ontario. Text collections are available, most notably those collected by linguists such as Leonard Bloomfield (Bloomfield 1957 and Williams 1991) and Carl Voegelin, e.g., in Nichols (1988). The Lake Huron dialects of Ojibwe are described in detail in Valentine (2001), to which the reader is referred for additional details.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".