The Suburban Worker in the History of Labor
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
In the United States, Canada, Australia, and even Britain there is a long and broad history of suburban working-class settlement. Conditions have improved and changed. Suburban workers once lived at the frontier margin of the urban economy; after 1945, occupying more standardized and financially leveraged subdivisions, they became part of its consumer apotheosis. Many writers have assumed that suburban residence rendered workers passive, but have couched their arguments in terms of long-term consequences, neglecting to weigh the immediate intentions of workers and their families. By acquiring homes in suburban communities, workers sought greater autonomy and control, similar to the goals that guided their actions in the workplace and the political arena. Indeed, the desire to own suburban homes has been expressed more strongly by the manual working class than by any other major group. The significance of the suburban worker remains unclear, and may most usefully be addressed within the framework of comparative research at the urban and national scales.
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 | 0.001 | 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) | 0.001 | 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