Language contact and contextual nasalization in Louisiana French
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
ABSTRACT This paper examines variation in Louisiana French nasalized vowels across two time periods: 1977 and 2010–2011. Non-contrastive nasal vowels are typical of English, while contrastive nasal vowels are typical of French. Louisiana French is an endangered language variety. Instead of simplifying to a single type of vowel nasality, as might be expected in a situation of heavy language contact and language shift, Louisiana French maintains a system of phonetic and phonemic nasal vowels. Digitized interviews with 32 native speakers from lower Lafourche Parish provide 2801 data points for analysis. In contrast with previous assertions in the literature, quantitative analyses reveal that contextual nasalization operates almost exclusively within the domain of the word, not the syllable.
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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 | 0.001 |
| 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) | 0.000 | 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