Bibliographic record
Abstract
Urbanization today, now that it has become generalized, is mainly suburbanization in its manifold differentiation. As suburbanization becomes the form and suburbanism becomes the life of much of the urban revolution, we are entering an age of postsuburbanization. This means, for example, that the notion of suburbanization as dependent on one centre has to be discarded as the form and life of the global suburb take shape in a general dynamics of multiple centralities and decentralities. It includes a maturation of classical suburbia, a more splintered and fragmented urbanism. This paper reviews aspects of a Lefebvrian discussion around these issues and focuses in on the explosion and subsequent reassembly of “disjunct fragments” of the urban in a world of global suburbanisms. In so far as it challenges the traditional view of the central-peripheral urban dialectics, it intersects with debates on planetary urbanization. The paper ends with speculations on the horizontalization of sub/urban form and practice in a globalizing world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.034 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.000 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| 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".