NGOization: Complicity, Contradictions and Prospects
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
* Preface by Sangeeta Kamat * Introduction - NGOization: Complicity, Contradictions and Prospects - Aziz Choudry and Dip Kapoor * 1. Saving Biodiversity, for Whom and for What? Conservation NGOs, Complicity, Colonialism and Conquest in an Era of Capitalist Globalization - Aziz Choudry * 2. Social Action and NGOization in Contexts of Development Dispossession in Rural India: Explorations into the Un-civility of Civil Society - Dip Kapoor * 3. NGOs, Indigenous Peoples and the United Nations - Sharon H. Venne * 4. From Radical Movement to Conservative NGO and Back Again? A Case Study of the Democratic Left Front in South Africa - Luke Sinwell * 5. Philippine NGOs: Defusing Dissent, Spurring Change - Sonny Africa * 6. Disaster Relief, NGO-led Humanitarianism and the Reconfiguration of Spatial Relations in Tamil Nadu - Raja Swamy * 7. Seven Theses on Neobalkanism and NGOization in Transitional Serbia - Tamara Vukov * 8. Peace-building and Violence against Women: Tracking the Ruling Relations of Aid in a Women's Development NGO in Kyrgyzstan - Elena Kim and Marie Campbell * 9. Alignment and Autonomy: Food Systems in Canada - Brewster Kneen
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 | 0.000 | 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 | 0.001 | 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