ESL Learners’ Interaction in an Online Discussion via Facebook
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
This study aims to investigate ESL learners’ participation in an information-sharing task conducted via Facebook (FB) groups and their feedback on the use of FB groups as the platform for the activity. An intact group of 31 learners taking a communication course at a public university participated in the study. Data analysed in this paper were derived from a threaded online discussion and an open-ended questionnaire. Descriptive statistical analysis showed the learners’ substantial contribution to the group discussion despite their limited language ability and technical problems. Thematic analysis revealed that the use of FB as a platform for the information-sharing task received very positive feedback from the participants, thus suggesting it would be a promising virtual tool and environment to promote interaction in English learning. More activities using FB groups should be assigned for learners to practice and use communicative language. Promoting awareness of available online tools and modelling effective use of the tools are suggested to help enhance learners’ online interactions.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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