nvestigating the Information Needs of University Students in Foundational Foreign Language Courses
Bibliographic record
Abstract
This investigation seeks to address two issues: first, to discover if there is evidence that university students in foundational language courses need information resources to support their language learning and second, if such evidence exists, what the specific information resource needs might be and how important those resources are to students’ language learning. After engaging in a year of foreign language study, the author used the evidence gathered to develop and conduct a survey of the user needs of language students at the Self Access Centre (CAADI) of the University of Guanajuato, Mexico. Results of the survey supported the personal learning experiences of the author. Over 80% of students surveyed reported using the information resources in the CAADI at least once a week with general grammar books, course text books and films being reported as the most important resources. This investigation provides a starting point for research in to the collection development practices of academic libraries supporting the learning of foreign languages. By examining the information needs of one population, evidence has been provided that these students do indeed need information resources to support their language learning. The study suggests specific resource types that could be important for these users.
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.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.020 |
| 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 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".