Ready or Not, Here They Come: Inclusion of Invisible Disabilities in Post-Secondary Education
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
In Ontario, elementary and secondary school programs such as "School Success" and legislation such as Education for All have greatly increased the success of students with disabilities. Success at the secondary school level means that more students with disabilities are choosing to attend postsecondary institutions. This paper focuses on the transition of students with invisible disabilities from secondary to post-secondary education. Universal Instructional Design is reviewed as an appropriate teaching tool for the postsecondary level, as it allows for increased access to meaningful learning experiences for students with and without disabilities. At this point in time, rights-based inclusion is still a novel concept and post-secondary educators struggle with what it means and what it looks like to include learners with disabilities. Issues that prevent the rights of individuals with special needs from being realized include access to higher education, limited funding, and employment equity.
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 | 0.002 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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