The Relationship Between Reading English Attitude and Students’ Reading Achievement in General
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 English has become a global trend in twenty first century because of its professional use worldwide. Students are motivated to improve their reading skills because they know that doing so would help them get better-paying jobs and advance in their chosen fields. Therefore, it is crucial to investigate how reading proficiency and views regarding general English reading are related among university students. Students’ positive attitudes about reading were reflected in recent research findings. General English, since there is a present need to understand and read English. The new research is crucial because it shows that kids need to devote more time to reading in English to succeed academically and build a successful future career. According to the results, students in Saudi Arabia believed that learning English was essential for their academic growth and exposure to new ideas. In this case, educational institutions should set clear regulations permitting students to acquire English outside of the course requirement.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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