Reading Practices of EFL Students: A Survey of Kuwaiti College Students
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
Reading is important for students by contributing significantly to success in their studies and their career development. A questionnaire-based survey was conducted in the English Department of the College of Basic Education, Public Authority for Applied Education and Training (PAAET), in Kuwait. Based on 410 responses of EFL college students in Kuwait on their reading practices, it was found that students read mainly for entertainment, and reading does not appear to be a popular activity among students. Fiction, fashion, and best sellers were the three main types of reading, indicating that academic reading was not a priority. Only a small proportion of students used e-books. Most students perceived such features of e-books as their portability and ability to store more information as likely to attract more students to e-reading, and indicated that they would be attracted to reading e-books themselves if circumstances change. This indicates a good potential to promote e-reading among students if steps are taken to make e-books and e-readers available to them through libraries and academic institutions. E-reading is also expected to become more popular among students if it could be linked to academic reading, particularly to the availability of text books in e-format. Libraries in Kuwait should start more proactive program to promote e-books and e-reading among college and university students.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.002 | 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