Civil society organisations and the national HIV/AIDS response in Botswana
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 paper provides preliminary empirical evidence regarding the perceived role and actual experiences of HIV/AIDS intervention-focused civil society organisations (CSOs) in Botswana's national response. Key informants see the national response as government-centred and the role of CSOs within interventions as negligible. Despite secondary evidence that indicates a fairly robust and diverse civil society community, interviews with CSO personnel revealed that the roles and experiences of grassroots organisations are currently hampered by spatial, institutional and socio-cultural dynamics of intervention operationalisation. This raises questions about the extent to which this scenario may create or exacerbate obstacles regarding the efficiency and effectiveness of the national HIV/AIDS response in Botswana.
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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 | 0.015 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it