What democratic policing is … and is not
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: QualitativeConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.591
- Threshold uncertainty score
- 0.768
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.327 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Democratic policing is a multidimensional, multilevel, and contested concept rooted in political ideology. It is not singular or politically neutral. I argue there are four typologies of democratic policing: right, centre-right, centre-left, and left. In Latin America, in the 1980s and 1990s, countries went through the dual processes of democratisation and the implementation of neoliberal economic policies. The latter increased inequality in wealth and led to deeply divisive debates regarding the place of equality and violence in the definition of democracy. Putting aside these debates on the meaning of democracy, police reform projects in Latin America have embraced community-oriented policing as synonymous with democratic policing. Yet, democratic policing is not a singular concept and political debates matter to its various meanings. The article uses Goertz's (2006. Social science concepts: a user's guide. Princeton University Press) three-level concept analysis to assess the theoretical similarities and differences between the four types of democratic policing. It then tests the theory with empirical data from the cases studies of Argentina (Menem and Kirchners) and Chile (Bachelet and Piñera). The case studies are informed by field research in both countries (2006–2015), and draw on media and human rights reports as well as secondary data. The study finds a gap between theory and practice that calls for more research on policy convergence. More importantly, it reveals the need to situate ideal definitions of democratic policing within political debates on democracy, paying close attention to the role of political ideology.
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.
The record
- Venue
- Policing & Society
- Topic
- Policing Practices and Perceptions
- Field
- Social Sciences
- Canadian institutions
- University of Victoria
- Funders
- Social Sciences and Humanities Research Council of Canada
- Keywords
- DemocracyPoliticsSociologyDemocratizationIdeologyLatin AmericansDemocratic idealsPolitical economyPolitical scienceLaw
- Has abstract in OpenAlex
- yes