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
President Donald Trump has provoked U.S. allies into reevaluating their own national strategies and position within the international order that the United States purportedly fashioned and has sustained since 1945. This essay looks at Poland. Like other treaty allies such as Germany and Japan, Poland has maintained – even deepened – its security relationship with the United States in order to manage Trump. What distinguishes Poland, however, is that it more explicitly supports the military basis upon which U.S. global leadership rests. Because the United States is offshore, its preponderance helps Poland balance against Russia and head off potential security dilemmas within Europe. This essay contextualises the Polish-American relationship and explores how the United States has played in Poland's national security strategy. As Poland values the military primacy associated with the United States being a unipolar power, it is increasingly confronting geopolitical challenges for which U.S. support can only provide partial solutions.
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 | 0.001 |
| 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 | 0.000 |
| 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