MétaCan
Menu
Back to cohort
Record W3016701399

Counterurbanites and Commercial Landscape Change in the Canadian Countryside: Insights from Paris, Ontario

2020· article· en· W3016701399 on OpenAlexaffvenueabout
Alexander Elmes, Clare Mitchell

Bibliographic record

VenueJournal of rural and community development · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Aging, and Tourism Studies
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsDowntownProduct (mathematics)AmenitySettlement (finance)SituatedGeographySociologyPolitical scienceBusinessArchaeologyLawComputer science
DOInot available

Abstract

fetched live from OpenAlex

This paper examines the role of in-migrants in the functional transformation of amenity-rich places. Its overarching goal is to determine if and how internal migrants arriving from larger settlement areas (i.e., counterurbanites) are contributing to the creation of functionally diverse (hybrid), or functionally limited (pure) commercial landscapes in places endowed with heritage assets. We focus on Paris, an historic town situated at the confluence of the Grand and Nith Rivers in southern Ontario. Three objectives guide the research: (1) to determine which commercial landscape form (hybrid or pure) and landscape generating process (creative enhancement or destruction) best characterizes the downtown; (2) to establish counterurbanite presence in this commercial core; and (3) to assess their role in the downtown’s recent evolution. Evidence gleaned from secondary sources, and local fieldwork reveals that creative enhancement (functional addition), rather than creative destruction (functional displacement) is the dominant process. This has given rise to a hybrid landscape, where quotidian businesses (i.e., those selling ordinary goods and services) accompany five non-quotidian (i.e., distinctive) product types (i.e., authentic heritage, infused heritage, heritage-enhanced, faux-authentic heritage, and non-heritage boutique), each relying in different ways on the town’s heritage assets. Information gathered from 35 proprietors finds that counterurbanites, and other inmigrants, dominate the downtown core, with only six non-migrant proprietors represented. In-comers, including counterurbanites, sell both quotidian and nonquotidian products, with non-migrant vendors offering only ordinary goods and services. These findings reveal that by selling both product types, counterurbanites are contributing to the creation of a hybrid landscape in the city’s countryside. Their attraction is thus an important ingredient for facilitating diversity and economic viability in small settlement areas. Keywords: counterurbanization, tourism, creative enhancement, creative destruction, Canada

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.685
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.043
GPT teacher head0.256
Teacher spread0.213 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2020
Admission routes3
Has abstractyes

Explore more

Same venueJournal of rural and community developmentSame topicMigration, Aging, and Tourism StudiesFrench-language works237,207