Engaging Citizens with Disabilities in eDemocracy
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
We evaluate access for people with disabilities in two Canadian federal government eConsultations — the development of its Innovation Strategy and as part of the Parliamentary sub-Committee on People with Disabilities consultations around the Canada Pension Plan — Disability hearings. From qualitative interviews with government and the disability community as well analysis of key documents, we illustrate what worked in ensuring access for Canadians with disabilities and what served to create additional barriers to access. We suggest, first, that accessibility is not the same thing as usability and requires meeting, at minimum, commonly held standards of access. Secondly, we argue that access is not enough to bring people with disabilities into eConsultations. Proactive measures to reach people experiencing a wide spectrum of disabilities are essential to "enfranchising" people with disabilities in eDemocracy. Addressing both access and inclusion are simply good public policy, not extraordinary measures to address a minority population.
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 | 0.001 |
| 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 | 0.002 |
| 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