Disability, Inclusion and Language-in-Education Policy in the Global South: The Colombian Context
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 paper calls for a shift related to English language-in-education policy and inclusive education initiatives in Colombia to ensure that English language learners with disabilities receive equitable and inclusive classroom instruction that is context-appropriate. We call for English language initiatives and policies to draw from theories and practices from both the Global South and the Global North in order to teach towards inclusive education. Trends in both English language teaching and inclusive education have drawn upon the Global North for solutions, which cannot be systemised to fit one international standard. Instead, using the Colombian context as an example, the present paper suggests a localised approach to meeting the educational needs of English language learners that incorporates inclusive education at the institutional level. This model would favour the work of scholars within the region to ensure that all students receive equitable classroom instruction that builds in Global South epistemologies and localised ways of knowing.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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