Supporting the information journey of students with disabilities through accessible learning materials
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
Purpose This paper aims to suggest how the information journey of students with disabilities could be facilitated, by first revealing the existence of inaccessible formats such as Portable Document Format (PDF) and then suggesting the inclusion of alternative formats of accessible learning materials, thus improving retrieval. Design/methodology/approach A sample of 400 articles published over 10 years (2009-2018) from four journals are selected and analysed for accessibility against the Web Content Accessibility Guidelines WCAG 2.0 by using automated accessibility checkers, a screen reader and manual human expertise. The results are presented and recommendations made on improving accessibility. Findings The findings suggest that the PDF versions of the selected journal articles are not accessible for screen reader users but could be improved by adopting accessible and inclusive practices. Including alternative formats of the learning materials could help support the student information journey. Research limitations/implications The results of the study might not be very representative of all the articles in the journals given the small sample size. Additionally, the criteria used in the study do not consider all existing disabilities. Thus, although the PDFs may be inaccessible for some people with disabilities, they may be accessible to others. Practical implications Given that PDFs seem to be the preferred format of journal articles online, there is potential for a difficult information journey for some students due to the limitations posed by inaccessibility of the PDFs. Thus, it is recommended to include alternative formats which could be more accessible, giving the student the choice of accessing the learning materials in their preferred format. Social implications If students are unable to access the learning materials that are required for their course, this could lead to poor grade, which might negatively affect the students’ morale. In some cases, some students might drop out. Originality/value This study analyses the accessibility of learning materials provided by a third party (journal publishers) and how they affect the student, something that is not usually given much importance when research in accessibility is carried out.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.002 | 0.015 |
| 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 it