An Analysis of English Oral Communication Apprehension and Anxiety of Engineering Undergraduates in Pakistan
Bibliographic record
Abstract
This paper investigates the communication apprehension (CA) and a form of anxiety which affects the engineering undergraduates’ oral communicative skills in English and particularly in oral presentations. However, this study was mainly based on the research question to be investigated: What barriers prevail among undergraduates that handicap their successful language learning and oral communicative skills in English? This study used qualitative instruments for collecting data; the instruments used were included as semi-structured interviews with eight participants and two focus group discussion to explore the barriers among Pakistani undergraduates. The data were analyzed using content analysis of the gathered data. The results revealed that communication apprehension can cause the variety of barriers among undergraduates during oral presentation. The results provided positive insights to communication practitioners and language educators on the issues related to communication apprehension; therefore, certain measures need to be taken to surmount the identified barriers.
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How this classification was reachedexpand
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".