Corporate Citizenship and Social Spaces in Sub-Saharan Africa: The Missing Link of Ethnicity
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 assesses the corporate citizenship (CC) discourse against critical political geography to deconstruct the representations of space in the corporate rhetoric on community development in postcolonial African societies. It is argued that the spaces of representation of the protagonists concerned with the development projects are rather predicated on the missing link of ethnicity which the mainstream CC discourse neglects. The findings confirm that the plant- community conflictive relation in a Ghanaian mine, owned by a North American company, stems from the disconnect between the corporate representation of space in the so-called Community Development Effort and the representations of the space by local actors from the local community under ancestral jurisdiction, the plant under corporate jurisdiction, and the district assembly under decentralized government jurisdiction. The paper concludes that ethnicity remains the structuring principle of spaces of citizenship in this typical African working space.
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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 | 0.000 |
| 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