Bibliographic record
Abstract
This study aims to investigate how Arab L1 learners of English and speakers of the Broad Jamaican Creole cope with the production of the approximant /r/ preconsonantly, post vocalically and in Stop+/r/ clusters, according to the RP norm. To this end, a list of words containing the approximant in the above three environments was given to the two groups, to read. Their production was tape recorded and transcribed. The approximant was nearly totally produced as trill in the three environments by the Arab learners, though one learner managed to produce an American-like /r/ in addition to the trill. On the other hand, the Jamaican informants produced the approximant according to the RP norm and as an American-like /r/. Whereas Lass’s (1984) assumption regarding the preference for trills proved to be true for the Arab learners, it was not the case with the Jamaican informants, in whose production trill was entirely absent. The study also provided further support to the view that phonological acquisition is achieved by gradual reinforcement of motor patterns.
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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 | 0.001 | 0.001 |
| 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 | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".