Protecting indigenous knowledge in international law: solidarity beyond the nation-state
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
As aspects of decolonisation, indigenous and other colonised peoples’ historical claims for cultural survival, and for distinct identity, remain unresolved issues in modern international law. Following the salt-water doctrine1 which resulted in the loss of solidarity between the indigenous peoples in the enclave colonies and their counterparts in the third world, these claims have been pursued, for the most part, by the former within a narrow political rubric of human rights and self-determination. This contribution examines the complicity of the colonial nation-state, both as a concept, and an actor in marginalising the indigenous peoples of the enclave territories, and in empowering their counterparts in far-flung places. It notes that since the mid-20th century, however, the United Nations has provided a platform for indigenous peoples to challenge the circumscribing stranglehold of the nation-state as the ultimate arbiter of their claims. The protection of traditional knowledge of both the indigenous peoples in enclave territories and their non-Western counterparts elsewhere provides a rallying point in this endeavour.
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 | 0.002 | 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) | 0.000 | 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