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Record W1810731508

Changing Community Perceptions of Sustainable Rural Development in Scotland

2015· article· en· W1810731508 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of rural and community development · 2015
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsEmpowermentSustainabilityLocal communityCommunity developmentSocial capitalLand tenureLocalismPolitical scienceEconomic growthSociologyGeographyEconomicsPoliticsSocial scienceAgricultureEcology
DOInot available

Abstract

fetched live from OpenAlex

The growing popularity of community land trusts as a mechanism for greater community participation in the control of local improvement is a particularly significant aspect of sustainable rural development in the Highlands and Islands of Scotland. Combining purposive selective interviews with members of a local Land Trust, observations at public meetings, and a review of recent literature on the development of the region, a case study of the Galson Estate Trust, Isle of Lewis, Scotland, is presented. Community ownership of land is seen as being instrumental in the shift in perceptions from short-term, marginal, externally-dependent activities towards solutions that are long-term (as indicated by schemes for renewable energy generation and environmental enhancement), core identity (seen as greater community confidence and enhanced local democracy) and locally driven developmental priorities (supported by revenue income streams). The process of local empowerment accompanying this shift in perceptions is regarded as having substantial benefits for social capital and skills acquisition at the community level. Early results from Trust activities indicate that ownership of the land, together with the capacity-building process of community participation in its management, has encouraged growth in a sense of local empowerment, together with providing employment, confidence, and other social improvements. Keywords: Community, land, rural, sustainability, localism, crofting, energy ----------------------------------------------------- Resume La popularite croissante de la fiducie fonciere communautaire, comme mecanisme visant a faire participer davantage la communaute au controle des ameliorations locales, est un aspect particulierement significatif du developpement durable des Hauts plateaux (Highlands) et des iles d'Ecosse. En combinant une selection d'entrevues ciblees avec les membres de la fiducie fonciere locale, les observations durant les reunions publiques ainsi que les etudes de la litterature recente sur le developpement de la region, une etude de cas est presentee sur le patrimoine fiduciaire Galson, dans l'ile de Lewis, en Ecosse. La propriete collective des terres est vue comme un remede aux variations et aux activites externes et marginales a court-terme, dont les habitants dependent. Ils recherchent des solutions a long-terme (tel qu'indique sur les projets pour la production d'energie renouvelable et l'amelioration de l'environnement), une identite fondamentale (vue comme une plus grande confiance communautaire et une amelioration de la democratie locale) et des priorites de developpement orientees localement (qui s'appuient sur les sources de revenus). Le processus d'autonomisation local accompagnant ce changement de perceptions est percu comme ayant des benefices substantiels pour le capital social et l'acquisition de competences au niveau de la communaute. Des premiers resultats d'activites de fiducie indiquent que la propriete terrestre, associee au processus de renforcement des capacites de participation communautaire a la gestion, a encourage la croissance d'un sentiment accru d'autonomie locale, tout en developpant la creation d'emplois, la confiance et d'autres ameliorations sociales.

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)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.231
Threshold uncertainty score0.670

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.027
GPT teacher head0.242
Teacher spread0.215 · 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