Publishing accessible content on OJS and beyond
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
Open Journal Systems (OJS) was released in 2001 and has since become the most widely used open-source journal publishing platform in existence, with over 25,000 journals using it worldwide. Over the past few years, the Public Knowledge Project (PKP), its creator, has been working on improving accessibility of the platform, including the release of the first accessible Default theme in OJS 3.3. This presentation will go over the accessibility improvements made to day and those planned ahead. Making the platform accessible is only half the battle however as it is often the published content that presents barriers to readers. Creating resources for editors and authors to improve content accessibility – in OJS and beyond – is one of the goals of the PKP Accessibility Interest Group (AIG), a community initiative established in 2020. We will highlight the work of the group and the resources it makes available to the public. This overview is presented on behalf of the PKP AIG.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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