(In)Security and Citizenship: Security, Im/migration and Shrinking Citizenship Regimes
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 points to a widening gap between citizenship theories and practices. Although discourses of citizenship resonate widely and are used extensively by scholars and policy makers, the author argues that the social, economic, political and even psychological processes of citizenship are shrinking in a contemporary context of global insecurity where im/migration and ever more restrictive national security concerns have become enmeshed in law, as well as in the public consciousness. As a result, this Article explores new trends of securitization and related processes of marketization, racialization and the invisibilization and/or instrumentalization of women and evaluates their impact on citizenship in Canada and Britain. A citizenship regime framework structures the analysis and highlights the contraction of citizenship in both countries. In the end, despite their purported concern with citizenship, social exclusion and social cohesion, British and Canadian state’s responses serve to perpetuate feelings of insecurity on the part of both citizens and non-citizens.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.025 |
| 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