When civilian control is civil: Parliamentary oversight of the military in Belgium and New Zealand
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
Abstract This study introduces a new type of oversight in civil-military and executive-legislative relations: community policing . Building on principal-agent theory, this type of oversight emphasises trust rather than confrontation. To illustrate how community policing functions, the study examines how legislative oversight of military affairs operates in Belgium and New Zealand. Legislative defence committees in both countries rely on trust when overseeing the executive’s handling of defence affairs. This allows these committees to perform their oversight function at low cost in terms of time and effort, but with a high degree of access to information. Community policing therefore combines the strengths of recognised ‘police patrol’ and ‘fire alarm’ oversight, while avoiding their respective weaknesses. However, since it relies on a higher degree of trust and cooperation between the principal and agent, community policing is inherently fragile.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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