Unhu/Ubuntu and Education for Reconciliation in Zimbabwe
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
The paper examines the concept, strengths and shortcomings, role and implementation of the reconciliation policy as Zimbabwe emerged from periods of conflict crisis soon after independence in the 1980s, and the current crisis in the 2000s and how the policy can be introduced in schools through ‘education for reconciliation’. The authors argue that education can be used to cultivate reconciliation and national healing in the evidently ‘wounded’ people of Zimbabwe who bear scars of colonial times and war, and the post-independence conflicts. Reconciliation through education for “diversity” and tolerance makes a compelling argument in so far as we understand how education shapes culture and cultivates values among a people. Education for reconciliation is perceived as a philosophy that promotes respect for human life and human dignity. The paper concludes that education is an instrument for the inculcation and promotion of the epistemic and ontological principles enshrined in the African philosophy of Ubuntu/unhu.
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 | 0.001 |
| 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 | 0.001 |
| 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