Nonconvergence toward the standard: the maintenance of a distinctive use of rhotics among the Santomean diaspora in Portugal
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The variable use of rhotics is a salient linguistic feature in the variety of Portuguese spoken on São Tomé Island. In this study, we employ ethnographic and variationist sociolinguistic methods to report on the use of rhotics by 40 Santomeans living in Portugal. The objective is to determine whether Santomeans who are in closer proximity with European Portuguese, which is the variety perceived as standard and more prestigious in Portugal, tend to use rhotics in a more standard way or if they maintain the distinctive use of rhotics from their island. The results indicate that Santomeans do not converge toward a more European standard use of rhotics. We argue that the distinctive use of rhotics is available for identity-driven use to express a connection to São Tomé and Príncipe.
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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 | 0.002 | 0.015 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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