Voluntary Action History Society Fifth International Conference, University of Huddersfield, 10-12 July 2013
Bibliographic record
Abstract
Over seventy delegates, representing more than thirty institutions from Europe and North America, came together at the University of Huddersfield for the Fifth International Conference of the Voluntary Action History Society (VAHS). The VAHS was founded in 1991 with the mandate to promote the historical study of voluntary action and of charitable and voluntary organizations. Since then it has been actively pursuing this objective through a permanent seminar series at the Institute of Historical Research, new researcher training and networking events, an edited blog, and a biennial conference. The panels of this year’s conference were organized around six themes, and presenters were encouraged to take a transnational approach to their subject. The themes were: state and voluntary action, activism and campaigning, humanitarianism and relief, wars and voluntarism, leisure and voluntary action, and co-ops and mutualism. The guidelines invited participants to think beyond the national frameworks which have, until recently, dominated...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.127 | 0.014 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".