Empty Apologies: Canada’s Missing and Murdered Indigenous Women and Girls Crisis
Bibliographic record
Abstract
The Missing and Murdered Indigenous Women and Girls (MMIWG) crisis is a human rights crisis that demands swift and concrete action from the Canadian government. Indigenous women and girls in the United States and Canada are disproportionately affected by violence due to racist, white supremacist, colonialist values ingrained in society and the federal government. This paper looks into the findings of Canada’s 2016 National Inquiry into the MMIWG crisis and determines the progress that the Canadian government has made toward ending the crisis. The paper concludes that the Canadian government has used the COVID-19 pandemic as an excuse for delayed action and their programs will take years, even decades to be implemented considering the pace of the National Inquiry. If the Inquiry’s Calls to Action are met with inadequate solutions implemented for optics, Indigenous women, girls, and 2SLGBTQQIA people will continue to be taken from their families and communities. The next few years will reveal whether the National Inquiry was a political ploy to temporarily appease the public, or a genuine effort to end this severe human rights crisis.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 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 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".