Institutional Literacy and Libraries: Addressing Library Anxiety with a Personal Librarian Program
Bibliographic record
Abstract
This article considers institutional literacy as a lens through which to consider causes of library anxiety and the development of library programs. Institutional literacy is the ability to read and engage with the ways of being and doing that are -- often invisibly -- embedded into institutions of all kinds. This article posits that the ability of library users to confidently engage with library services is in part predicated on the level of institutional literacy these users have, both in the institution of the library itself and any larger host institution – such as a university. A setting such as a university requires a range of literacies, and those developing programs and services in such settings should not assume new and potential library users already have developed these literacies. While librarians are accustomed to considering information literacy as their contribution to this matrix, unfamiliar institutional literacy practices can present obstacles to new library users becoming information literate. A comparison of research on the effects of a lack of institutional literacy and research into library anxiety demonstrates parallels that suggest that low levels of institutional literacy are a contributing factor to library anxiety, creating one of the aforementioned obstacles. Acting as institutional literacy mediators is one way library workers can respond to this challenge. The article concludes with a description of how the theoretical lens thus developed was used to inform the development of a personal librarian program at the University of Regina, in part by positioning librarians as institutional literacy mediators.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Other design | low |
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedLabeled directly by 2 models reading the full record.
The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.
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".