Assistive Technologies used in Canadian University Libraries for the Visually Impaired
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
Information has always been a catalyst for societal improvements. Libraries play a crucial role in ensuring equitable access to information resources. Enhanced accessibility helps in establishing an atmosphere that supports and promotes inclusive education. Information and resource access is quite a challenge for visually impaired people. The needs of people with varying levels of visual impairment differ in their range and magnitude. The use of assistive technologies greatly aids in closing this gap. Resource and accessibility provisions should be modified to meet the needs of visually impaired users, who need specialized equipment to access traditional and modern technology-based information resources. University libraries worldwide have used many assistive technologies to make it easier for patrons who are blind to access information resources. This research is a preliminary examination of the Dalhousie University Library's (2021) website for the assistive technology tool used to support visually impaired patrons and students. The research examines the assistive technologies used by Canadian university libraries similar to Dalhousie Libraries and offers potential implementation recommendations for Dalhousie Libraries to increase their arsenal of assistive technologies to support and promote access to visually impaired 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.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it