Bibliographic record
Abstract
An indirect translation of "Anishinaabe" can be understood in English as "the original people." I learned from Eddie Benton-Banai, Grand Chief of the ἀr ee Fires Midewiwin, that while the term Anishinaabe is often associated with Ojibwe/Saulteaux/Chippewa people, in its broader meaning it can encompass all Indigenous peoples and their spiritualities.My preference is to use the term Anishinaabe in this book; however, I sometimes use the terms Indigenous, Native, and Aboriginal interchangeably to mean Anishinaabe in its broader sense.As in the 1982 Constitution Act, I also use the term "Aboriginal" to refer to the First Nations, Métis, and Inuit.As much as possible, I point out when I am using the more specific meaning of the term Anishinaabe (as belonging to the Ojibwe/Saulteaux/Chippewa cultures).Also, the double-vowel writing system for Anishinaabemowin (Ojibwe language) is used in this book except when referring to sources that use the phonetic system.
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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 | 0.000 | 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 | 0.000 | 0.001 |
| 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".