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 collection of papers focuses on the domestic and international politics of Australia's recent engagement with Asia. The theme of Asian engagement appears to be of particular pertinence to the current study of Australian politics given numerous pronouncements that we are entering an ‘Asian century’ during which key Asian economies will gain greater ascendancy and certain Asian states will come to play a more prominent role in global politics. We employ the idea of ‘re-engagement’ in order to show how engagement with Asia has been turned to again and again by Australian governments, albeit in different political and strategic contexts. This collection aims to consider the politics of re-engagement from a number of different theoretical positions, as well as from a number of different perspectives (be it international relations/foreign policy, domestic politics, identity politics, or from the perspective of bilateral Asian partners). Emphasis is placed not simply on the foreign policy prerogatives behind re-engagement but also on the implications of the ‘Asian century’ for domestic 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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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