Social Issues Shared Through Posters and Videos: A Way for Enhancing Productive Skills in ESL Students
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
According to experts, students respond better to challenges where creativity and innovation are boosted than in the classical teaching-learning model, this also includes the English classroom. Based on this premise, this mixed and pre-experimental design research seeks to share the effect of a social poster project on tertiary education students’ productive skills performance in a public institution in Peru. The data was collected from 71 participants who were assessed before and after this through pre and post-test. In addition, a closed and open-ended questions survey was carried out to know the participants’ views on their posters’ creation experience and look for the most common rhetorical elements in their creation. The most noteworthy findings were the statistically significant score improvements in productive skills in the participants, upon project completion, and the favorable opinion about this, in conjunction with their preference for Logos design, at the time of persuading people.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 |
| 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 | 0.001 |
| 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 it