Peer learning: Mentoring in a Portuguese as a foreign language course
Bibliographic record
Abstract
Mentoring is valued in foreign language learning, as it is based on the recognition of the benefits of the interaction between peers. This paper aims at presenting the results of a mentorship experience thought for a Portuguese as a Foreign Language course in higher education, in 2017/18. The mentees are Erasmus students attending these courses. This initiative was developed through the preparation of mentors, structured sessions of interaction between mentors and mentees, a reflection upon the experienced process and the administration of questionnaires to the participants. Data were collected through direct observation, following a naturalist observation protocol. There was a content analysis of the answers for open questions and a statistical analysis of all answers. Results suggest the existence of positive effects of the mentoring program, such as the individual, social and linguistic development of the mentors, the mentees’ integration and learning of Portuguese and the interpersonal relationship in both groups. / Keywords: mentoring, Portuguese as foreign language, Erasmus program
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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 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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".