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Record W3188984432 · doi:10.5539/jsd.v14n5p1

A Place-Based Approach to Sustainable Communities: A Case Study from Rapa Nui (Easter Island, Chile)

2021· article· en· W3188984432 on OpenAlexvenueno aff
Pamela A. Mischen, Carl P. Lipo

Bibliographic record

VenueJournal of Sustainable Development · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicClimate Change, Adaptation, Migration
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityContext (archaeology)GlobalizationCorporate governanceEquity (law)Sustainable developmentGeographyEnvironmental resource managementPolitical scienceEnvironmental ethicsSociologyEconomicsEcologyArchaeologyManagementLaw

Abstract

fetched live from OpenAlex

The failure to account for temporal and spatial contingencies leads to attempts to apply universals to the needs and constraints of communities that may or may not be appropriate. Here, we argue that taking a place-based approach offers a way of incorporating local context to solve issues of sustainability at the scale of communities. We demonstrate this approach with Rapa Nui (Easter Island, Chile), a famous Polynesian island often associated with arguments for non-sustainability. Through detailed analyses of the island’s historical context and interviews with present-day governance leaders, we draw three conclusions. First, culture, governance, economy, environment, and equity, often described as “pillars” of sustainability, are inseparable and therefore better described as dimensions of sustainability. These factors are part of the place in which sustainable communities exist and must be integrated into analyses. Second, our findings demonstrate that we must adopt standards for sustainable communities that can change through time. What would have been considered sustainable in prehistoric times is no longer considered sustainable today. Third, globalization can be viewed as a driving force behind these changing views of sustainability. Furthermore, globalization has had both positive (e.g. access to health, education, and economic resources) and negative (e.g. threat to a culture of sustainability) impacts on Rapa Nui.

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 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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.066
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
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 head0.068
GPT teacher head0.296
Teacher spread0.228 · 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 teacher head, not a consensus.

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

Citations2
Published2021
Admission routes1
Has abstractyes

Explore more

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