Suburban Inertia: The Entrenchment of Dispersed Suburbanism
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
Abstract During the years following the second world war, an urban development model—dispersed suburbanism (DS)—came to predominate in North America. The low‐density functional specialization and all‐out automobile orientation of this new urban form were ideally suited to the circumstances of the time, thus accounting for its rapid adoption. DS also proved to be adaptable to changing societal circumstances, which explains its predominance as an urban development model under both Fordism and neoliberalism. The adaptability of this urban form also contributed to its spread across much of the world, including Europe. This essay contends that powerful path dependencies maintain DS in place, despite planning efforts to achieve more compact, public‐transit oriented urban development. It also argues that the persistence of DS is a source of hardship for low‐income households forced to live in suburban environments, and entrenches conservative political values.
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.
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 | 0.001 |
| 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 | 0.001 | 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