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
Les recherches en linguistique sur l'anglais americain du Nord Ouest ont considerablement avance depuis ces dernieres decennies. Pourtant l'interieur du Midland du Nord a echappe a ces progres descriptifs alors que de recentes etudes montrent que les villes principales de cette region presentent un structure linguistique originale. Ce travail s'interesse aux changements phonetiques operes sur l'americain du Nord parle particulierement dans la ville phare de Cincinnati. Les recherches tendent a indiquer un changement en cours dans la prononciation de la voyelle courte-a dans des mots tels que pat, pass, pan. Ce phenomene est important tant pour la phonologie du parler de Cincinnati que de son statut dans la typologie des dialectes anglais americain du Nord. Le changement phonologique de la voyelle-a vers un allophone lâche est considere comme un phenomene rare : il s'oppose aux changements pris en dehors du Nord de Midland
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 | 0.108 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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