Extending the boundaries of ‘urban society’: The urban political ecologies and pathologies of Ebola Virus Disease in West Africa
Bibliographic record
Abstract
A disease outbreak is an emergent product of social and ecological processes. To more fully understand disease outbreaks and their response, we must therefore consider how these dual processes interact in specific locales within the context of an increasingly urbanized world. As such, in this paper we examine the Ebola Virus Disease (EVD) outbreak and its response in West Africa by adopting the lenses of two approaches that are usually treated separately – namely, urban political ecology (UPE) and urban political pathology (UPP). The UPE approach sheds light on how the material/biophysical basis of the EVD outbreak was influenced by the socio-political-economic and vice versa. The UPP approach gives us insight into how the EVD response was influenced by broader socio-political-economic forces, particularly the historical legacy of colonialism. Through the adoption of this dual lens we are able to gain greater insights and a more comprehensive understanding of the EVD outbreak and response in West Africa.
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How this classification was reachedexpand
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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".