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Record W1432564636

Countryside capital, changing rural landscapes, and rural tourism implications in Mennonite Country.

2010· article· en· W1432564636 on OpenAlexaffvenueabout
Kelley A. McClinchey, Barbara A. Carmichael

Bibliographic record

VenueJournal of rural and community development · 2010
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsRural tourismRural areaContext (archaeology)TourismRural economicsCommodificationTourism geographyEconomic growthCapital (architecture)Rural historySustainabilityCultural heritageResource (disambiguation)GeographyPolitical scienceEconomyEconomicsAgricultureRural developmentArchaeology
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this paper is to apply a framework of countryside capital to a culturally unique yet rapidly evolving rural landscape in Ontario, Canada. Countryside capital, a concept used to recast rural resources as capital assets of the rural tourism industry, reassesses the value of rural resources for rural tourism and sustainable rural development in the Waterloo region of Ontario. The region has a distinctive cultural heritage resource, the Old Order Mennonite culture and its unique rural landscapes. It also has a well-defined projected rural tourism product and image that have been altered over a short period of time from that of Mennonite Country to that of St. Jacobs Country. Furthermore, urban encroachment and the commodification of the rural landscape create conflict over the preservation of rural heritage. This study discusses these important issues in the context of countryside capital, as well as the implications for the future of tourism in the region and for rural sustainability in general. Perceptions of rural accommodation operators and their visitors, field observations, and an analysis of promotional literature provide an empirically based discussion. However, the case study acts as an illustration of the theoretical component that is the wider, in-depth application of countryside capital to a Canadian context. Keywords: rural tourism, countryside capital, cultural heritage, sustainability, bed and breakfast

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.917
Threshold uncertainty score0.167

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.008
GPT teacher head0.214
Teacher spread0.206 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations10
Published2010
Admission routes3
Has abstractyes

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