Writing Anxiety Among Saudi Female Learners at Some Saudi Universities
Bibliographic record
Abstract
Writing is an important skill in language learning and in academic achievement. The level of writing anxiety could affect students' achievements positively or negatively. This research aimed to examine the writing anxiety among Saudi female learners enrolled in English language departments at some Saudi universities. It also aimed to identify the sources of writing anxiety. To this end, a mixed method study was designed in which Writing Apprehension Test (WAT) Scale by Daly and Miller (1975) and an open-ended question were used to collect necessary data from 105 randomly selected learners. For data analysis, two different statistical procedures in Statistical Package for Social Sciences (SPSS) and a specific formula suggested by Daly and Miller (1975) were applied. Coding was applied to qualitative data. The results indicated that the participants (N = 105) experience moderate level of writing anxiety. In addition, the main sources of writing anxiety were evaluation, generating ideas, grammar, time pressure, and lack of confidence.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".