From the Little Tree, Half a Block Toward the Lake: Popular Geography and Symbolic Discontent in Post‐Sandinista Managua
Bibliographic record
Abstract
Abstract: The inhabitants of Managua, Nicaragua have a sophisticated, often bitingly ironic, popular geography that they use to navigate the city. The Nicaraguan capital has been destroyed twice by earthquakes, ravaged by war, left to decay for lack of funds, transformed by the creative destruction of speculative capitalism and subjected to a series of ideological impositions. Few people know the official names of streets, and recent governments have not had the ability to put up signs. So a supple system of popular geography dominates, resisting and ridiculing attempts to impose an official order, and adapting to change while preserving a bottom‐up sense of memory, history and place. Drawing on Allan Pred's classic account of popular geography in late nineteenth century Stockholm, I use Managua's language of spatial orientation as a window into peripheral modernity and the politics of everyday life.
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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 | 0.001 | 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 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".