To What Extent Do Popular ESL Textbooks Incorporate Oral Fluency and Pragmatic Development
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
We examined several popular integrated skills textbooks used in Language Instruc- tion for Newcomers to Canada (LINC) and English as a second language (ESL) programs for pragmatics and oral fluency activities. Although many instructors use other resources to supplement classroom instruction, the textbook is still the backbone of many language courses. We wanted to know to what extent textbooks focus on pragmatics and oral fluency, as well as the range of activities featured in each. In light of the recent federal evaluation of LINC programs in Canada, which indicated extremely limited improvement in speaking and listening skills as a result of language instruction, it is important to know which textbooks offer the best opportunities for pragmatics and fluency development. We determined that very few textbook series are consistent in their inclusion of pragmatic content in terms of scope, quality, and quantity. As might be expected, oral fluency is not a major focus in integrated skills texts; however, those activities that are intended to enhance fluency development could easily be improved by an instructor.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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