Attracting Growth 'Back' to an Amenity Rich Fringe: Rural-Urban Fringe Dynamics around Metropolitan Vancouver, Canada
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Bibliographic record
Abstract
The 2001 Census highlighted that most of non-metropolitan British Columbia had experienced population declines while population growth had contracted 'back' into the Vancouver-Victoria metropolitan region. In particular, growth was now active along the amenity rich frontiers of its rural-urban fringe. This paper documents some of the characteristics of rural-urban fringe growth around metropolitan Vancouver-Victoria in the 1991-2001 period. It begins by setting a context for recent growth, including the 'suburbanization' of previous rural fringe areas. It then examines some of the parameters of growth, including immigration rates and changing population age structures. This is followed by discussions which touch upon key rural-urban fringe themes, including conflicts over: spill-over externalities, rural community commodification, and house price pressures. Each of these conflict topics is reviewed with respect to a specific rural-urban fringe location. At this point in its development, metropolitan Vancouver-Victoria's rural-urban fringe appears to be dominated by 'suburban growth' pushing into the agricultural areas of the Fraser Valley and a set of amenity rich rural and small town locations to the north of Vancouver (Whistler and Pemberton) and along the east coast of Vancouver Island. Together, these changes to the organization and extent of 'Vancouver's rural-urban fringe' highlight an opportune time to re-examine its geography. Pour une grande partie des dernieres 50 ans, la force motrice de la croissance demographique a travers la Colombie-britannique fut l'expansion de l'exploitation de la richesse naturelle. A la fois ceci a renforce la croissance urbaine de Vancouver et a appuye une croissance importante demographique dans les communautes des regions-ressources peripheriques. Toutefois, le Recensement de 2001 a revele que la croissance demographique pour la plupart de la Colombie-britannique non-metropolitaine a ete remplacee par des diminutions de population. La croissance 'nouvelle' s'est repliee a la region metropolitaine de Vancouver-Victoria. En particulier, la croissance est maintenant devenue active dans les frontieres de cette region caracterisees par une amenite elevee. Dans cet article, on decrit quelques caracteristiques de la croissance peri-urbaine autour de la region metropolitaine de Vancouver-Victoria au cours de la periode 1996-2001. D'abord, le contexte pour cette croissance recente est mis en evidence, y compris la 'suburbanization' des anciennes zones de la frange rurale. Ensuite, on examine certains des parametres de cette croissance, y compris les taux d'immigration et les structures demographiques selon l'age des populations. Puis, on discute des themes cle concernant la frange rurale-urbaine, y compris les conflits concernant: les externalites de debordement de la population, la commodification du rural, et les pressions sur les prix de l'immobilier. Chacun de ces conflits est discute avec reference a un endroit specifique de la frange rurale-urbaine. La Vallee du Fraser, situee dans la riche zone agricole le long de la riviere Fraser entre Vancouver et Hope, fut longtemps consideree comme la frange rurale-urbaine de Vancouver. L'emergence d'une region metropolitaine autour du basin du bas Golfe de Georgie, et comprenant le triangle de centres urbains de Nanaimo, a Vancouver, demande une revision spatiale de cette notion. Associe avec la reorientation du coeur urbain de la Colombie-britannique de Vancouver vers la region metropolitaine de Vancouver-Victoria, est un besoin de repenser et augmenter la frange rurale-urbaine. La croissance des banlieues continue son avance dans les zones agricoles de la Vallee du Fraser et vers des petites villes et des zones rurales caracterisees par un niveau d'amenite elevee au nord de Vancouver (Whistler et Pemberton) et le long de la cote est de l'ile de Vancouver. Ensemble, ces changements a l'organisation et l'etendue de la [??] frange rurale-urbaine de Vancouver [? …
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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