Security Beyond the State: Private Security in International Politics
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
Across the globe, from mega-cities to isolated resource enclaves, the provision and governance of security takes place within assemblages that are de-territorialized in terms of actors, technologies, norms and discourses. They are embedded in a complex transnational architecture, defying conventional distinctions between public and private, global and local. Drawing on theories of globalization and late modernity, along with insights from criminology, political science and sociology, Security Beyond the State maps the emergence of the global private security sector and develops a novel analytical framework for understanding these global security assemblages. Through in-depth examinations of four African countries – Kenya, Nigeria, Sierra Leone and South Africa – it demonstrates how global security assemblages affect the distribution of social power, the dynamics of state stability, and the operations of the international political economy, with significant implications for who gets secured and how in a global era
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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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