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
Since the collapse of the Soviet Union, the United States has enjoyed unparalleled military power. The international system is therefore unipolar. A quarter of a century later, however, we still possess no theory of unipolarity. Theory of Unipolar Politics provides one. Dr Nuno P. Monteiro answers three of the most important questions about the workings of a unipolar world. Is it durable? Is it peaceful? What is the best grand strategy a unipolar power such as the contemporary United States can implement? In our nuclear world, the power preponderance of the United States is potentially durable but likely to produce frequent conflict. Furthermore, in order to maintain its power preponderance, the United States must remain militarily engaged in the world and accommodate the economic growth of its major competitors, namely, China. This strategy, however, will lead Washington to wage war frequently. In sum, military power preponderance brings significant benefits but is not an unalloyed good.
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 | 0.000 | 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) | 0.000 | 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