Introduction to the special issue on unaffiliated volunteering: the universality and importance of volunteering
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 special issue of Environmental Hazards provides a critical look at the contested relationship between formalised disaster management organisations and the emergent power of unaffiliated informal volunteers. Using international case studies, the five papers identify conceptual, contextual and practical challenges and opportunities. Much attention is given to definitions; these are important as through definitions whole categories of people and activity can be included as volunteering or excluded and treated as invisible. The emergent nature of informal volunteers provides surge capacity in emergencies – something all the papers in this special issue are concerned with in different ways. Another attribute examined is that informal volunteers, operating without the constraints typical of government agencies, can offer organisational agility, flexible problem-solving, and ready access to evolving information and communication technology. However, also examined are the potential problems of legal liability and questions about the rights and obligations of volunteers. A paper on indigenous volunteering in emergencies starts to fill a major gap in understanding of the roles of volunteers in indigenous communities. Four Australian cases are used to examine what informal volunteering could look like in action. It appears that governments almost everywhere, want more citizen involvement and self-reliance in emergencies, but on the government’s terms.
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 | 0.000 |
| 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