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Record W4400962595 · doi:10.1080/15575330.2024.2382183

Breaking path dependency? Factors to enhance capacity for rural local governments in Newfoundland and Labrador, Canada

2024· article· en· W4400962595 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCommunity Development · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsUniversity of Guelph
FundersSocial Sciences and Humanities Research Council of CanadaOntario Agri-Food Innovation Alliance
KeywordsLocalismDiversification (marketing strategy)Dependency (UML)Economic growthLocal governmentDevelopment economicsEconomicsBusinessPolitical sciencePublic administrationPolitics

Abstract

fetched live from OpenAlex

Path dependency, often coinciding with the downloading of various responsibilities with reduced funding from higher levels of governments during the neoliberal era, has led to capacity challenges for rural local governments to pursue sector diversification activities. Despite these challenges, research has indicated that, through entrepreneurial efforts, breaking path dependency is possible. Drawing from Staples Theory, Evolutionary Economic Geography, New Public Management, and New Localism as well as primary data from key informant interviews, this paper identifies five factors that influence the capacity of rural local governments to break path dependency. In doing so, it identifies a relationship between New Localism and local governments, and its potential as a bridge for rural economic development. These findings are important, as they contribute to the limited but growing literature related to New Localism and its potential applications for rural local governments in Canada to facilitate economic development.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.593
Threshold uncertainty score0.367

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 studies0.0000.000
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 head0.017
GPT teacher head0.234
Teacher spread0.217 · 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