EFL learners’ post-sojourn perceptions of the effects of study abroad
Bibliographic record
Abstract
This qualitative study investigated in what ways tertiary-level English foreign language (EFL) learners believed that they had changed following their study abroad. The participants were 12 Austrian EFL learners who had been exchange students in the UK or US. I conducted a cross-sectional study, grouping participants according to the duration of their stay abroad, as well as the period of time since they had returned to their home country. Comparisions were drawn between students who spent one semester, and those who spent two. I also investigated the differences displayed depending on how long a student has been back in their native country; Group A (1-6 months), Group B (1 year), and Group C (2 years). The interviewees prepared a mind-map or short narrative, which was used as a prompt during the interviews. The findings revealed personal, social, cultural, and linguistic effects.
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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 | 0.000 | 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) | 0.000 | 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".