Examining the impact of YouTube vlogging on communication skills in teens with speech and language disorders
Bibliographic record
Abstract
The major goal of this research is to examine how vlogging on YouTube affects the communication skills of Jordan teenagers with language and speech disorders. Fifty people, ranging in age from 13 to 18, participated in an eight-week vlogging intervention program designed to improve their communication skills. The results of the pre- and post-tests showed a statistically significant improvement in communicative competence, with the mean difference between the two measures being 10.5. Vlogging has a significant effect as an intervention because of its remarkable ability to actively engage participants in the creation of relevant content, the facilitation of authentic real-life communication experiences, the encouragement of creative and self-expressive expression, and the provision of individualized therapeutic approaches. Adolescents with speech and language disabilities have unique obstacles in communicating, and this study gives insight on the possible use of novel tools, such as vlogging, to address these issues.
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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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".