Bibliographic record
Abstract
This article examines the persistent political violence perpetrated against Indigenous women and their descendants in Canada through the discriminatory and assimilatory policies embedded in the Indian Act. From its inception, the Indian Act has marginalized Indigenous women by privileging male status and systematically restricting their ability to pass on status rights to their children. Legislative remedies, including Bills C-31, C-3, and S-3, have failed to eliminate the core inequities, perpetuating a hierarchy of status categories and exacerbating the socioeconomic disadvantages faced by Indigenous women. The article critiques the Canadian government’s reluctance to adopt comprehensive reforms, such as the discarded “6(1)(a) all the way” amendment, which could have addressed longstanding inequities and improved access to status rights. Furthermore, the government’s reliance on programs like Jordan’s Principle, overwhelmed by backlogged requests, reflects inadequate support mechanisms for Indigenous populations. The article argues that the ongoing discrimination within the Indian Act not only violates the human rights of Indigenous women but also perpetuates their systemic marginalization, contributing to intergenerational harm. Addressing this issue requires the Canadian government to take accountability and enact meaningful legislative reforms to ensure equity and justice for Indigenous women and their descendants.
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.
How this classification was reachedexpand
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".