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
The duty of the copy editor is to see the wood for the trees. Eliminating infelicities from contributions alas! rarely compliant with the supplied template, airbrushing away the je m'entends taking for granted of what may not be so obvious to the less well-versed reader, all of this goes with the territory of vertical computer screen or horizontal hard copy. Occasionally, though, an issue surfaces which makes one question the normally clear-cut duty to correct what is perceived to be solecism or lack of focus. There seemed no problem to be anticipated, in proofing a volume of essays on the ‘twin’ cities of Montreal and Glasgow, with the gender of Montréal. The area near the Saint Lawrence river is known as le Vieux-Montréal, and when the (rare) definite article and (more common) indefinite are encountered in francophone writings on the city, they are always le and un. However, particularly...
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 | 0.001 | 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) | 0.002 | 0.003 |
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