Let’s Create a Harmonious and Peaceful World through Quality Bilingual Education! Indigenous Tsotsil Children and Their Languages the Solution!
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
The purpose of this paper is to underline the implications that language endangerment has, not only for the speakers of a specific language, but for the entire world as losing a language involves the disappearance of cultural, spiritual and intellectual knowledge as well as cultural identity. Many indigenous languages in Mexico, for example, have been in danger as Spanish, the dominant language of the country, has put them at a disadvantage. Transitional bilingual education has been used to achieve such a goal. Since this has been the case, some indigenous communities have taken the initiative to work diligently to preserve and promote their native language and culture despite the sociopolitical, economic and educational pressures they face. An example of that is the Mayan Tsotsil community in Chiapas in southern Mexico. This paper offers a summary of the findings of the qualitative research study that was conducted to explore the situation of the Tsotsil language at a Spanish-Indigenous Tsotsil elementary bilingual school in Chiapas. Tsotsil children and their teacher show that it is possible to preserve and promote the Tsotsil language when working together as a community. It is concluded that quality bilingual education and inclusive schools can be great tools that can contribute to have a harmonious and peaceful world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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