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
This article theorizes why Indigenous peoples’ security claims fail to be accepted by government authorities or incorporated into the security policies and practices of settler states. By engaging the concepts of securitization and ontological security, I explain how Indigenous peoples are unable to successfully “speak” security to the state. I argue that nondominant societal groups are unable to gain authoritative acceptance for security issues that challenge the dominant national identity. In effect, indigeneity acts an inhibiting condition for successful securitization because, by identifying the state and dominant society as the source of their insecurity, Indigenous peoples’ security claims challenge the ontological security of settler societies. Given the incommensurability of Indigenous and settler claims to authority over land, and the ontological relationship to land that underpins Indigenous identities and worldviews, the inhibiting condition is especially relevant with respect to security claims based on damage to the natural environment.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it