Language Vitality of Spanish in Equatorial Guinea: Language Use and Attitudes
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
This study investigates the use of and attitudes towards, Spanish in the multilingual Republic of Equatorial Guinea, the only African country with Spanish as an official language. The Spanish dialect of Equatorial Guinea is an understudied area, although descriptive research on the Spanish language spoken there began in the 1950s. Very few research studies have been carried out on the sociolinguistic dynamic of this multilingual country. Four scales of language vitality were utilized and it was demonstrated that Spanish in Equatorial Guinea is not endangered and continues to thrive. An online survey was also performed to assess Spanish language use and attitudes towards the Equatoguinean variety of Spanish. Respondents were highly educated, middle-class and spoke at least two languages. It was observed that Spanish was the functional language in almost all the sociocultural contexts or domains. Equatorial Guineans share that Spanish is important to their identity as the only Spanish-speaking country in Africa.
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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 | 0.000 |
| 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) | 0.002 | 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