Tongue Retraction in Arabic: An Ultrasound Study
Bibliographic record
Abstract
A common analysis for Arabic emphatics and pharyngeals posits that their commonalities are due to the shared feature [RTR]. This, however, does not account for some phonological processes, and does not reflect their phonetic representation. This study provides ultrasound evidence that emphatics and pharyngeals do not exhibit a similar retraction of the tongue. Results indicate that while tongue retraction for the emphatics is characterized with simultaneous tongue dorsum and root retraction, the pharyngeals lower the tongue dorsum. Unlike the pharyngeals, the tongue root retraction of the emphatics and uvulars is always posterior to the tongue root position of the inter-speech posture. Such a consistent and significant displacement confirms that [RTR] is an active feature for the emphatics and uvulars. This is also evident from the retraction of following low vowels triggered by the emphatics and uvulars. These phonetic findings suggest that the pharyngeals and emphatics have different phonological representations.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".