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
This book is a study of compassion as a global project from Biafra to Live Aid. Kevin O'Sullivan explains how and why NGOs became the primary conduits of popular concern for the global poor between the late 1960s and the mid-1980s and shows how this shaped the West's relationship with the post-colonial world. Drawing on case studies from Britain, Canada and Ireland, as well as archival material from governments and international organisations, he sheds new light on how the legacies of empire were re-packaged and re-purposed for the post-colonial era, and how a liberal definition of benevolence, rooted in charity, justice, development and rights became the dominant expression of solidarity with the Third World. In doing so, the book provides a unique insight into the social, cultural and ideological foundations of global civil society. It reveals why this period provided such fertile ground for the emergence of NGOs and offers a fresh interpretation of how individuals in the West encountered the outside world.
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 | 0.001 |
| 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