Local security policies and the protection of territory: an analysis of the Italian experience (2007-2009)
Why this work is in the frame
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Bibliographic record
Abstract
This paper explores the territorial dimension of local security policies, with reference to the “Security Pacts” signed in Italy between 2007 and 2009. These Security Pacts are an innovative instrument introduced by the central government, aimed at changing the model of security governance at the local level. After describing how Security Pacts have spread, and which institutional actors have participated in them, this study aims at deepening the analysis of their territorial dimension. More specifically, the research question at the basis of this study focuses on the identification of factors that can explain why the pacts feature variations in numbers and types of public administration at different levels, and why they tend to acquire particular spatial configurations rather than others. Three hypotheses are tested based on empirical data (obtained using a Quantitative Narrative Analysis with the aid of Geographic Information Systems and other statistical tools) used to identify which variable may best explain the propensity to use such pacts to solve security-related issues in different areas of the country.
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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 | 0.000 | 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 | 0.002 |
| 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