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
Abstract. The poetry of nationalism has roots in ancient literature, particularly the Hebrew Bible, but is mostly a product of nationalism since the French Revolution. Many national poets are politically active and serve in government. Asserting artistic individuality, they express national individuality, though nationalism can also suppress creativity. Calling for moral regeneration, poets inspire their people with memories of heroism, real or imagined, and with myths unique to the nation. Their poetry often springs from defeat but anticipates national liberation and independence. Yet there is also a dark side to some national poets, particularly in their glorification of violence and lust for revenge against oppressors. National poetry changed after the failed revolutions of 1848–9. National poets were less inclined to believe in liberal ideals and progress toward universal goals and there was greater disillusionment and ambiguity toward the national role. World War I severely limited the militarist tendency in national poetry.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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