Promoting Sustainable Development in Rural Communities: The Role of the University of Botswana
Bibliographic record
Abstract
Universities are better placed through their community engagement mandates to provide solutions for sustainable community livelihoods. The paper uses the case of the Community Based Natural Resource Management (CBNRM) strategy, regarded as both a conservation and rural development strategy in Botswana to demonstrate how a structured community engagement agenda can enable the University of Botswana to play a more impactful role in the successful implementation of nationally upheld development initiatives such as the CBNRM. Systems theory is applied to demonstrate the need for a university engagement strategy, working model, guide to CBNRM sustainable development activities and a framework for the maintenance of sustainable engagement partnerships. Literature review showed uncoordinated research activity in support of the CBNRM by different departments and institutes of the UB. While content analysis of the CBNRM draft policy objectives showed the UB being more impactful by focusing its community engagement on two modes: “sustainability partnerships” and “research committed to sustainability”.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".