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Record W2937982140 · doi:10.15353/pced.v18i0.99

Baukultur, Culture and Recreation-led Economic Development: The value of developing Sundre, Alberta’s qualities of living and place

2019· article· en· W2937982140 on OpenAlexvenueaboutno aff
Jonathan S. Allan

Bibliographic record

VenuePapers in Canadian Economic Development · 2019
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsRecreationDiversification (marketing strategy)Quality (philosophy)WorkforceEconomic growthBusinessMarketingEconomicsPolitical science

Abstract

fetched live from OpenAlex

What are the most important factors related to economic development? This paper explores the essential variables necessary for destination development and inward direct investment. These variables include: quality of living, quality of infrastructure, and quality of workforce. Quality of living is considered the most important of these to spur on economic development. Many business operators would rather live where they invest making quality of place an equally important variable that is intrinsically linked to quality of living. Destination development through place-building techniques, informed by the concept of baukultur,is assessed using quality of living, economic development and economic diversification as markers. Quality of living and quality of place are inherently connected when attracting business and growing employment, therefore, these two terms will be referred to as QLP throughout this paper.. Intended to help program and policy planners understand these concepts, this paper will explore cases of successful exercises of destination development that involve recreation and culture-oriented place building. The paper will then look at how to apply learned QLP concepts toward a culture- and recreation-led economic development strategy for the small foothills community of Sundre, Alberta. Keywords: place building, quality of place, quality of living, baukultur, QLP, development, economic development, destination development, inward direct investment, creative class

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.188
Threshold uncertainty score0.378

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.005
Scholarly communication0.0050.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.007
GPT teacher head0.195
Teacher spread0.188 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations1
Published2019
Admission routes2
Has abstractyes

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Same venuePapers in Canadian Economic DevelopmentSame topicRural development and sustainabilityFrench-language works237,207