Private, Armed and Humanitarian? States, NGOs, International Private Security Companies and Shifting Humanitarianism
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 The article contends that, in the light of contemporary challenges, states are not only changing the meaning of the word 'humanitarian', but are also creating an expanding marketplace that includes international private security companies (PSCs) in the delivery of humanitarian assistance. Three types of factors — supply, demand, and ideational — have led to this development. On the supply side, state-demanded limitations on the private employment of violence and reduced commercial opportunities in Iraq have called for PSC diversification. On the demand side, states increasingly wish for non-state partners that are comfortable with their involvement in integrated solutions, something that PSCs, rather than nongovernmental organizations (NGOs), are more willing to embrace. On the ideational side, NGOs are concerned that humanitarian endeavour is losing its neutral and impartial status in order to facilitate counterinsurgency, 'hearts and minds' activities. PSCs, in contrast, are content with the partial delivery of assistance and likely will continue to be so given, in large part, the experiences of their personnel.
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 | 0.002 | 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