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
<JATS1:p>A unique, multidisciplinary encyclopedia covering the impacts that French and American politics, foreign policy, and culture have had on shaping each country's identity.</JATS1:p> <JATS1:p>From 17th-century fur traders in Canada to 21st-century peacekeepers in Haiti, from France's decisive role in the Revolutionary War leading to the creation of the United States to recent disagreements over Iraq,France and the Americascharts the history of the inextricable links between France and the nations of the Americas. This comprehensive survey features an incisive introduction and a chronology of key events, spanning 400 years of France's transatlantic relations.</JATS1:p> <JATS1:p>Students of many disciplines, as well as the lay reader, will appreciate this comprehensive survey, which traces the common themes of both French policy, language, and influence throughout the Americas and the wide-ranging transatlantic influences on contemporary France.</JATS1:p>
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| 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