Social Intelligence and General Self-Efficacy as Predictors of Public Speaking Skills among University Students
Bibliographic record
Abstract
This study aimed to explore social intelligence and general self-efficacy as predictors of public speaking skills among university students. The study sample consisted of 403 participants (216 male and 187 female) randomly selected from Isra University and the University of Jordan. The results showed a higher influence of self-efficacy on students' public speaking skills than social intelligence. General self-efficacy and social intelligence showed a moderately significant association. Additionally, the findings revealed a positive but weak connection between general self-efficacy and public speaking skills. Also, the Pearson test detected a weak positive link between social intelligence and public speaking ability. Social intelligence and general self-efficacy were considered positive indicators of their public speaking skills. Finally, a statistically significant gender difference was detected among the participants' public speaking proficiency, though it was in favor of the male participants.
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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 | 0.000 |
| 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) | 0.002 | 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 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".