Recognizing Indigenism: Canadian Unity and the International Movement of Indigenous Peoples
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
It is rare that circumstances in world history are favorable to the creation of a new kind of global political entity. Nationalism and the nation-state were novelties in the nineteenth century, as E. J. Hobsbawm (1990) convincingly demonstrates, but their connection with modernity was concealed by nationalist identifications with natural ties, permanent homelands, archaic cultures, and timeless bonds of common history. A similar global movement, which I refer to here as “indigenism,” has gained momentum over the last few decades largely out of the notice of observers, pundits, and theorists of international events. This movement, it is true, is smaller in scale, more fragile, less turbulent than the nationalist upheavals of the past two centuries, but it nevertheless has the potential to influence the way states manage their affairs, and even to reconfigure the usual alignments of nationalism and state sovereignty.
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 | 0.001 | 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 | 0.001 | 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 it