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
Contemporary Anglospherism – a convenient shorthand for recent calls for more cooperation and unity between select English-speaking polities – draws considerable potency from the existence of the Five Eyes network, ABCANZ and many institutions and practices that constitute the Anglosphere in security. For some, the connection is self-evident and should be made explicit: ‘we’ are already glued together in security, so why not build a zone of free movement in goods, services and labour, too? The mutual constitution of these two Anglospheres – political Anglospherism on the one hand and the Anglosphere in security on the other – is more than a century old but remains poorly understood. In this chapter I perform three tasks set out to interrogate this relationship. First, I provide a genealogy of the Anglosphere and of the nearby ‘CANZUK Union’. Next, I map out the Anglosphere in security, probing the depth and frequency of coordination and cooperation among Five Eyes states since the Second World War. I then argue that the deep origins of the Anglosphere in security lie in late nineteenth-century inter-racial politics.
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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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