The Need for Progress in an Era of Transformation: South African Professional Military Education and Military Effectiveness
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 article explores the link between defence sector reform, military effectiveness, and education. During the post-1994 transition, defence sector reform in South Africa primarily involved the ‘transformation’ of the South African National Defence Force (SANDF). The transformation of the military, though, was predominantly driven by the notion of racial representation with little emphasis on embedding military effectiveness as a central element of the transformation effort. While, education was recognised as a key element in the transformation of the military, the emphasis was on the programmes of the National War and Defence Colleges in Pretoria, targeting senior military officers. However, the accreditation of these institutional programmes through alignment with civilian universities was problematic and has forced the military to critically evaluate the pathway for the development of its officer corps. The evolving approach of the SANDF towards military education provides a useful case study to highlight the importance of a long-term view of military effectiveness, underpinned by a committed and educated officer corps, as a central component of defence reform initiatives.
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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 | 0.003 | 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 | 0.000 | 0.001 |
| 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