Unwelcome? English as a Medium of Instruction (EMI) in the Arabian Gulf
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 Qatari college EFL (English as a Foreign Language) classroom is revisited in the author’s second action research study conducted in the small Arabian Gulf country. The literature review allowed the author to gather themes that lead to this groundbreaking inquiry of the residual effects resulting from educational language reforms in the country. Due to the beginning stages of English as a medium of instruction (EMI) in Qatar, to the author’s knowledge, no such research has taken place until now. The qualitative data collection method involved 11 focus group participants from the researcher’s advanced-intermediate IEP (Intensive English Program) class that underwent a semi-structured interview. Results determine that, if given the choice, students would rather receive instruction in the Arabic medium instead of English to pursue undergraduate studies. The author offers additional research questions and recommendations in understanding the student perspective and why the EMI reforms have not been successful.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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