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
A Reference Grammar of French is a lively, wide-ranging and original handbook on the structure of the French language. It includes new information on register, pronunciation, gender, number, foreign words (Latin, Arabic, English, Spanish, Italian), adjectives and past participles used as nouns, texting, word order, frequency of occurrence of words, and usage with all geographical names. Examples come not only from France, but also from Quebec, Belgium and Switzerland. Readers will appreciate the initial passages illustrating the grammatical features of a given chapter. Also included is a user-friendly introduction to the French language, from its Latin origins to modern times. A full glossary explains any terms that might confuse the less experienced reader, and the index leads the student through the detailed labyrinth of grammatical features. This handbook will be an invaluable resource for students and teachers who want to perfect their knowledge of all aspects of French grammar.
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