To do or not to do: willingness to communicate in the ESL 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
English is used by more than one and a half billion people as a first, second or foreign language for communication purposes (Strevens, 1992). In this context, the purpose of teaching English has shifted from mastery of the grammatical rules to the ability to use the target language for successful communication. Consequently, the communication aspect of teaching and learning English has become the key issue in the domain of second language acquisition (Yashima, 2002: 54). Therefore, the issue of whether the learners will communicate in English when they have the chance to do so and to what extent they are willing to communicate gain importance. These questions have led to the emergence of an important construct in the field of L2 instruction, i.e. willingness to communicate (hereafter, WTC), which is defined as a learner's ‘readiness to enter into discourse at a particular time with a specific person or persons, using a L2’ (MacIntyre et al ., 1998: 547). MacIntyre and his associates even proposed that WTC in L2 should be conceptualized as ‘the primary goal’ of language instruction (MacIntyre et al ., 1998: 545). This paper explores the important concept of WTC by looking into Pakistani students' WTC in Canada.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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