Insecurity, Citizenship, and Globalization: The Multiple Faces of State Protection
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
Adopting a long-term historical perspective, this article examines the growing complexity and the internal tensions of state protection in Western Europe and North America. Beginning with Charles Tilly's theory about state building and organized crime, the discussion follows with a critical analysis of T. H. Marshall's article on citizenship. Arguing that state protection has become far more multifaceted than what Marshall's triadic model suggests, the article shows how this protection frequently transcends the logic of individual rights while increasing the reliance of citizens on the modern state. The last section formulates a critique of the idea formulated by theorists like Manuel Castells that globalization favors a rapid decline of state power. Yet, state protection may not necessarily grow indefinitely, and tax cuts, for example, the ones recently enacted in the United States, could seriously jeopardize a state's capacity to raise revenues and effectively fight older and newer forms of insecurity.
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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 | 0.000 |
| Science and technology studies | 0.000 | 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