Spatial development initiatives in Southern Africa: The Maputo Development Corridor
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
Spatial development initiatives (SDIs) are becoming a critical feature in the planning for reconstruction in post‐apartheid South (and Southern) Africa. The SDI programme marks a fundamental break with the trajectories and initiatives for economic and spatial planning of the apartheid past. The objective in this paper is to examine the record and developmental impact of SDI planning in South (ern) Africa through the lens of the most well‐known SDI, the Maputo Development Corridor or Maputo SDI. The cross‐border nature of the Maputo SDI makes it an important case study in terms of a recent shift in focus of the SDI programme towards a greater role for strengthening the regional Southern African economy. It is argued that the case of the Maputo SDI represents one illustration of the construction or configuring of a ‘new regionalism’ in Southern Africa.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it