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
The events of 9/11 exposed and enhanced tensions between global capitalism and the nation-state. Governments struggle more than ever to govern populations and manage cross-border traffic without building new barriers to trade and commerce. What does citizenship mean in this context? Is it in crisis? Kim Rygiel explores these questions by examining border and detention policies in the United States, the United Kingdom, Canada, and Australia as part of a larger politics of citizenship that preceded 9/11. Building on Foucault’s concept of biopolitics, she argues that citizenship is becoming a globalizing regime to govern mobility as nations harmonize border and detention policies, outsource state functions to international organizations and private companies, and rely on technologies of governing to discipline the body. The new mobility regime is not only deepening boundaries based on race, class, and gender, it is causing Western nations to embrace a more technocratic, depoliticized understanding of citizenship.
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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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