Towards the 'tangible unknown': Decolonization and the Indigenous future
Bibliographic record
Abstract
On the occasion of the inaugural issue of Decolonization: Indigeneity, Education & Society, we examine the many contradictions, contestations and possible pathways to decolonization. In working to explore the many themes that the articles in this issue bring forth, we recognize that, despite our certainty that decolonization centers Indigenous methods, peoples, and lands, the future is a ‘tangible unknown’, a constant (re)negotiating of power, place, identity and sovereignty. In these contestations, decolonization and Indigeneity are not merely reactionary nor in a binary relationship with colonial power. Decolonization is indeed oppositional to colonial ways of thinking and acting but demands an Indigenous starting point and an articulation of what decolonization means for Indigenous peoples around the globe. This editorial works towards the possibility of a global Indigenous movement that strengthens and supports local moments for decolonization, and does so by exploring some of the many layers and questions that this necessarily entails.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.023 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".