Agglomeration and Dispersion of High-order Service Employment in the Montreal Metropolitan Region, 1981-96
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
Much of the recent urban literature on suburban employment centres has neglected the role of high-order services, perhaps the principal component of 'edge cities', in the creation of the evolving multinucleated metropolitan structure. This paper specifically explores the role of high-order services in this process. We use employment by place-of-work data at the census-tract level to examine the changing intrametropolitan geography of employment in four finance, insurance and real estate (FIRE) services and eight business services in the Montreal area over the period 1981-96. We find evidence of central business district (CBD) decline in relative, but not absolute, terms. The resulting decentralisation has clearly assumed the form of polycentricity rather than of generalised dispersion. In spite of recent advances in telecommunications technologies, agglomeration economies continue to exert an important impact upon intrametropolitan location.
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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 | 0.000 | 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 it