An Acoustic Analysis of Vowel Variation in New World English
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
An Acoustic Analysis of Vowel Variation in New World English examines acoustical variations in vowel configurations in a wide variety of dialects of English found in the Western Hemisphere. While the work opens with an introduction on the methods and aims of the study, the following chapter immediately moves to a detailed discussion of distinctive vowel sounds called phonemes, characterizing each variant of sound listed within the cited reference literature. The remaining chapters provide explanatory descriptions of the variants of each dialect, reviewing past research specific to that dialect. While the United States English, Canadian English, and Caribbean varieties are featured in various chapters throughout the work, individual chapters are devoted to African-American, Mexican-American, and Native American English, emphasizing not only ethnic variation but delving into the historical development of each dialect. This monograph is an essential reference on vowel variation for all sociolinguists, phoneticians, phonologists, creolists, and historical linguists.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.009 | 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