FEDERAL SUPPORTS FOR ABORIGINAL PEOPLE WITH DISABILITIES
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
Aboriginal people with disabilities (APWD) are one of the most oppressed and marginalized groups in Canada. As the only group subjected to a federal Indian Act, Aboriginal people are twice as likely, and Aboriginal women are three times as likely, to experience multiple levels of discrimination based on disability, race, and gender. This paper examines how the federal government of Canada supports APWD on-reserve in light of their unique legal and historical place in Canadian society. The author critically analyses federal legislation and public policy to conclude that legislation pertaining to APWD is derogatory and incompatible with other statutes that address disability. Programs for APWD are limited in scope and fail to consider the cultural needs of the community. Canada needs to develop programs and services for APWD that are culturally appropriate in partnership with Indigenous peoples rather than imposing mainstream standards onto culturally diverse populations.
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 | 0.000 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| 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