The evolving role of voluntarism in ageing rural communities
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
Abstract: This paper conceptualizes voluntarism as a critical process at the intersection of changes underway in rural communities, and in health and social care systems. Three aspects of the evolving role of the voluntary sector are identified and set within a descriptive model of rural change. Initially, voluntarism is cast as a ‘barometer of change’ in health and social services, and in rural communities, then considered as a ‘mechanism of adjustment’ and, ultimately, as an emerging ‘space of resistance’ to these same changes. The nature and significance of each of the three dimensions of voluntarism is illustrated using results from suites of case studies of ageing in Ontario and the Waikato. The efficacy of the descriptive model and its tripartite view of voluntarism is discussed in light of the under‐theorized and under‐researched rural dimensions of ageing, voluntarism, and health and social care.
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 | 0.001 | 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) | 0.000 | 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