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
Romantic Poetry encompasses twenty-seven new essays by prominent scholars on the influences and interrelations among Romantic movements throughout Europe and the Americas. It provides an expansive overview of eighteenth- and nineteenth-century poetry in the European languages. The essays take account of interrelated currents in American, Argentinian, Brazilian, Bulgarian, Canadian, Caribbean, Chilean, Colombian, Croatian, Czech, Danish, English, Estonian, Finnish, French, German, Greek, Hungarian, Irish, Italian, Mexican, Norwegian, Peruvian, Polish, Romanian, Russian, Serbian, Slovak, Spanish, Swedish, and Uruguayan literature. Contributors adopt different models for comparative study: tracing a theme or motif through several literatures; developing innovative models of transnational influence; studying the role of Romantic poetry in socio-political developments; or focusing on an issue that appears most prominently in one national literature yet is illuminated by the international context. This collaborative volume provides an invaluable resource for students of comparative literature and Romanticism. This volume is part of a book set which can be ordered at a special discount: https://www.benjamins.com/series/chlel/chlel.special_offer.romanticism.pdf
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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