Demotic humanitarians: historical perspectives on the global reach of local initiatives, 1940–2017
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 article focuses on over 70 years of demotic humanitarianism from a grassroots perspective. Using the archives of Hudfam and Elizabeth Wilson as well as more recent oral history of local nongovernmental organisations in the West Yorkshire region of the United Kingdom, this paper seeks to cast a new light on the complex network of humanitarianism enabled by local groups. The concept of demotic humanitarians will be used here to denote the modest scale of this work, but also the humanitarians’ self-perception as local agents of internationalism acting within localised networks. From the creation of Hudfam in 1942 (before Oxfam but in Huddersfield) to the birth of the Christian African Relief Trust or local partnerships with Ghana, this article shows how entangled in other social and political initiatives demotic humanitarians were.
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 | 0.000 | 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) | 0.001 | 0.001 |
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