Missing and Murdered Indigenous Women Crisis: Technological Dimensions
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
This article considers how digital technologies are informed by, and implicated in, the systematic and interlocking oppressions of colonialism, misogyny, and racism, all of which have been identified as root causes of the missing and murdered Indigenous women crisis in Canada. The authors consider how technology can facilitate multiple forms of violence against women—including stalking and intimate partner violence, human trafficking, pornography and child abuse images, and online hate and harassment—and note instances where Indigenous women and girls may be particularly vulnerable. The authors also explore some of the complexities related to police use of technology for investigatory purposes, touching on police use of social media and DNA technology. Without simplistically blaming technology, the authors argue that technology interacts with multiple factors in the complex historical, socio-cultural environment that incubates the national crisis of missing and murdered Indigenous women and girls. The article concludes with related questions that may be considered at the impending national inquiry.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it