EFL College Students’ Perceptions of the Difficulties in Oral Presentation as a Form of Assessment
Bibliographic record
Abstract
Oral presentation skills are considered one of the most important proficiencies needed for higher education and future careers. Thus, the present study is interested in eliciting English as a Foreign Language (EFL) college students’ perceptions of the difficulties they face in oral presentation as a form of assessment. Participants were 500 female EFL college students from different grade levels enrolled in a four-year pre-service teacher education program at the College of Basic Education (CBE) in Kuwait City, Kuwait. A five-point Likert Scale questionnaire was used and divided into three main sections: personal traits, oral presentation skills, and instructor and audience. Independent variables measured were students’ ages, year at college, Grade Point Average (GPA), and nationality. In addition, a structured interview to solicit instructors’ opinions was carried out. Results showed students’ perceptions of the difficulties they experienced at a medium level (M=3.10). However, significant differences in the results were found when students’ nationalities and GPAs were taken into account.
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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 | 0.004 |
| 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 | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".