Opportunities to Access to General Education of Children Living in Poverty Families in Ethnic Minority in Vietnam Nowadays
Bibliographic record
Abstract
Education is a basic right of people and everyone has the right to access to education. The right is stated in Clause 1, Article 26 of 1948 Universal Declaration of Human Rights (UDHR). In Vietnam, the Constitution passed by the National Assembly of the Socialist Republic of Vietnam in 2013 also stipulates that education is a right of people and the State, families and the society must protect, take care of and educate children. To ensure children’s right to access to education as well as to enable them to access to learning opportunities, Vietnam has promulgated many policies to create favorable conditions for all children in education, especially those from poor families and ethnic minority families in the past years. However, compared to children from well-off families, children from poor families in ethnic minority regions still face difficulties in education. Based on statistics, this article focuses on analyzing the opportunities to access to general education of children from poor families in ethnic minority regions in Vietnam nowadays.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".