Exploring the rationalization, functional integration and socio-spatial implications of Zimbabwe’s New Capital City (NCC)
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 development of new master-planned cities is a popular approach to decongest major metropolitan areas in different African countries, including Zimbabwe. This paper is an exploratory analysis of Zimbabwe’s New Capital City (NCC), being created roughly 20 kilometers outside Harare. Specifically, the paper analyzes the design of the NCC, the principles underpinning its production, the different rationalities used by policymakers for its legitimation, as well as the socioeconomic and spatial implications. Based on review of secondary literature, plans, and interviews with city planners and other professionals, the paper finds that the creation of Zimbabwe’s NCC represents urban boosterism, an active promotion of a city through development of large-scale urban development schemes and creating a new image for the city. The production of the new city is also underpinned by neoliberal motivations and imported ideas of urban planning which disregard the local planning urban context, where poverty and informality are prevalent. The creation of new master-planned cities must therefore strive to address these contemporary urban challenges rather than exacerbating them. The paper contributes to scholarly debate on the production of new master-planned cities in Africa and the Global South more broadly.
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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 | 0.001 | 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 | 0.000 |
| 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