The Lecture Buddy Project: An Experiment in EAP Listening Comprehension
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
This article describes a study of the listening comprehension of first-year, non-native speakers of English (NNSs) in a large North American university. The goal was to find out how the students, all economics majors, were coping with listening to economics lectures and to try an experiment in mentoring by linking them with a "lecture buddy": a native speaker in their course who would meet with them weekly and help them with note taking. The lecture buddies kept journals of their meetings, made copies of their lecture notes, and wrote a final report on their experience. In addition, the author interviewed the informants at the end of each semester, and these interviews were transcribed. The study confirms that these students were having substantial difficulty with their lectures, were taking poor notes, and were doing poorly in the courses as a result. The mentoring project was judged to be helpful to the informants, and the help that the lecture buddies gave went far beyond working on note taking. The article ends with a list of recommendations about what the university and the professors could do to make it easier of the NNS students and what the students themselves could do.
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 | 0.000 | 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 | 0.001 | 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) | 0.014 | 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