Begin Again, Return Again: The Transition Narratives and Political Continuities of Global Urbanization
Bibliographic record
Abstract
Modern urbanization has been commonly understood as a localized transition of rural to urban populations within the space of a state. This transition narrative works in conjunction with other boundaries of modern progress, such as nature/culture, or savage/civilized. Contemporary analyses of the complex processes of global urban restructuring argue that these boundaries of modernity are increasingly irrelevant. Much of this work characterizes the emergent global urban condition as a political transformation that threatens to make irrelevant modern state sovereignty and the international system of states. Yet these claims of transformations in urbanization and in politics repeat the linear transition narratives of modern politics. An analysis of urbanization in my small Canadian city offers an example of how sovereignty is continually reinscribed through such transition narratives. Understanding this pattern of progress and return as the characteristic dynamic of aporetic boundary practices opens an innovative methodological approach to analyzing the continuities and discontinuities of contemporary politics.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.036 |
| Scholarly communication | 0.010 | 0.008 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".