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Record W4292661111 · doi:10.1002/pan3.10389

Relational values of forests: Value‐conflicts between local communities and external programmes in Sulawesi

2022· article· en· W4292661111 on OpenAlexafffund
L. Yuliani, M. Moeliono, Ardi Labarani, Micah R. Fisher, Pisca A. Tias, Trey Sunderland

Bibliographic record

VenuePeople and Nature · 2022
Typearticle
Languageen
FieldEnvironmental Science
TopicConservation, Biodiversity, and Resource Management
Canadian institutionsUniversity of British Columbia
FundersAdministration for Community LivingConsortium of International Agricultural Research CentersBundesministerium für Umwelt, Naturschutz, Bau und ReaktorsicherheitGlobal Affairs CanadaUnited States Agency for International Development
KeywordsLivelihoodStewardship (theology)Value (mathematics)Ecosystem servicesLocal communityGeographyEnvironmental resource managementIncentiveBiodiversityAgricultureSocioeconomicsPolitical scienceSociologyEcosystemEcologyEconomics

Abstract

fetched live from OpenAlex

Abstract Studies found that rapid decline of biodiversity and ecosystems globally have adversely affected an estimated 1.6 billion rural people whose livelihoods both directly and indirectly depend on forests. To halt the loss of forests and other natural ecosystems that simultaneously support rural livelihoods, various external programmes have been developed and applied, including market‐based and rights‐based approaches. However, rapid biodiversity and ecosystem decline continues, and better incentives or more secure rights have not always led to local community participation and improved livelihoods. This suggests the need to better explain local communities' motivations in nature stewardship. We conducted a study of local communities in two villages in Sulawesi who voluntarily maintain forests but showed resistance to participation in formal Social Forestry programmes. The study aimed to identify motivations and underlying reasons of community preferences, guided by two research questions: (i) how did local people value forest landscapes? and (ii) how did those values interact with externally driven Social Forestry programmes? We applied the Relational Values concept to understand a community's relations with the forest (or its elements) and land and identified points of value divergence. Data collection involved in‐depth semi‐structured interviews, focus group discussions framed by the principles of Appreciative Inquiry, participant observation and land use/land cover change analysis. Our findings show that people value their forests in relation to their identity, ancestral heritage, sense of place and spiritual values. We also identified the points of value divergence and their underlying reasons of resistance towards externally driven forestry programmes. This study thus contributes to the broader conceptualisation of values in conservation and community participation by providing empirical evidence on the importance of the Relational Values framework in understanding the motivation and behaviour of nature stewardship and in the evaluation of value conflicts. Read the free Plain Language Summary for this article on the Journal blog.

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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.046

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.006
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.014
GPT teacher head0.215
Teacher spread0.201 · 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 designQualitative
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

Citations27
Published2022
Admission routes2
Has abstractyes

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