MétaCan
Menu
Back to cohort
Record W4380625382 · doi:10.1080/10439463.2023.2223741

The fourth power. A mapping of police oversight agencies in Europe and Quebec

2023· article· en· W4380625382 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePolicing & Society · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsnot available
Fundersnot available
KeywordsDelegationMandatePublic administrationIndependence (probability theory)Corporate governancePolitical sciencePublic relationsBusinessLaw

Abstract

fetched live from OpenAlex

Independent police oversight bodies are advocated by human rights organisations to be the most credible and effective solution to address the misbehaviors and systemic malfunction. They have emerged in parallel with independent regulatory agencies in various economic sectors, thus signalling a new trend in governance interpreted as the rise of a ‘fourth power.’ Still, comparative knowledge is scarce about the nature of delegation of power to police oversight agencies (POAs) and their actions. By analyzing 25 POAs in 20 countries, this article seeks to precisely describe their features in Europe and Quebec (Canada): the timeline of their birth, the scope of delegation (remit, formal independence, powers, resources), and the variations in how they execute their mandate. We unveil a profound heterogeneity across countries. In terms of national patterns, the main divide is between specialised (police only, limited formal independence, more abundant resources) and non-specialised (all public administrations, strong formal independence, limited resources) agencies. The latter tend to act as a public fire alarm to compensate for their lack of resources. Our mapping also contrasts European countries’ oversight mechanisms, which rely on professional agencies that are mostly established at the national or state/regional level, with local civilian oversight boards in the US. And, while our results confirm that the 1990s marked a watershed, they question the notion that agencification in the police sector has been a vector for revolution in its governance, since no POA incorporates all the traits required for them to be the fourth power just yet.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.678
Threshold uncertainty score0.691

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.054
GPT teacher head0.343
Teacher spread0.289 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it