Equality of access to minority language assessments and interventions in immersion education
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
Abstract In the Republic of Ireland (RoI), Irish is recognised as the first official language of the state. The public has the right to conduct all business with the state solely through the medium of Irish if they wish. The reality, however, is that many government bodies only provide services in English. This article discusses the language used for assessments and interventions for students with special educational needs (SEN) in Irish-medium (IM) primary and post-primary schools in the RoI. A mixed methods study was conducted, with teachers from schools ( n = 56) completing an online questionnaire at first and then teachers ( n = 32) undertaking semi-structured interviews. The findings suggest that students in IM schools are not being afforded access to services in Irish and many challenges exist for these schools when meeting the SEN of students. Recommendations are made around how to strengthen educational policy and practice to enable IM teachers meet the needs of all students.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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