Surveillance Strategies and Populations at Risk: Biopolitical Governance in Canada’s National Security Policy
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
Abstract This article examines how Canada’s new national security policy operates through language and practices that take elusive risks to the health and safety of the population as an opportunity for action, and is made possible through an expansion of surveillance. The biopolitical character of security has greatly reduced the traditional distinction between the state as a military apparatus and the state as a service provider and manager of the citizenry. The article argues that the biopolitical governance strategies of Canada’s national security policy treat the problems for political freedom, equality and democratic accountability posed by encroaching security measures as largely negligible in the face of indeterminable danger. Using a Foucauldian analysis, the article establishes the connection between biopolitics and security. It subsequently examines how the Canadian policy deploys truth claims about the immanence of ‘threat’ and how claims about Canadian values produce an internal ‘other’ that represents the proliferation of threats. The article then focuses on two principle techniques of governance: first, guarding the freedom, health and safety of the population, and, second, expanding surveillance to give national security a totalizing reach. The article concludes by theorizing the implications of security governance for legitimating racial profiling and the ‘war on terror’.
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 | 0.001 |
| Science and technology studies | 0.001 | 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 it