Knowledge, democracy and action : Community-university research partnerships in global perspectives
Bibliographic record
Abstract
Knowledge, democracy and action is based on a three-year international comparative study undertaken by the Global Alliance on Community Based Research and supported by the UNESCO Chair in Community Based Research and Social Responsibility in Higher Education. It provides evidence from twenty case studies around the world on the power and potential of community and higher education based scholars and activists working together in the co-creation of transformative knowledge. The book draws on the experience and insights of thirty-seven scholars and practitioners from the Global South and North. Opening with a theoretical overview of knowledge, democracy and action, the book is followed by analytical chapters providing lessons learned and capacity building in the north and the south, on the theory and practice of community university research partnerships, models of evaluation, approaches to measuring the impact and an agenda for future research and policy recommendations.
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.
How this classification was reachedexpand
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.010 | 0.012 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.006 | 0.019 |
| Research integrity | 0.001 | 0.008 |
| Insufficient payload (model declined to judge) | 0.157 | 0.002 |
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; both teacher heads agree on what is shown here.
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".