Willingness to Communicate and Language Learning Orientations in Iranian EFL Context
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
The objective of this study is to investigate the relationship between Iranian EFL Learners’ willingness to communicate (WTC) inside and outside the classroom and their language learning orientations. Sixty seven intermediate students (36 males and 31 females) who were majoring in English Literature and Translation at University of Isfahan during the academic year of 2010-2011 participated in the study. The students were bilingual and their age ranged from 19 to 24. Modified versions of likert-type questionnaires developed by MacIntyre, Baker, Clement, and Conrod (2001) were used for measuring students’ willingness to communicate inside and outside the classroom and language learning orientations. The data obtained from the study indicated language orientations to be more correlated with willingness to communicate outside than inside the classroom.
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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 it