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Record W2794234446 · doi:10.24043/isj.50

“The place where I live is where I belong”: community perspectives on climate change and climate-related migration in the Pacific island nation of Vanuatu

2018· article· en· W2794234446 on OpenAlexaffvenue
Nikita Perumal

Bibliographic record

VenueIsland Studies Journal · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicClimate Change, Adaptation, Migration
Canadian institutionsUniversity of Prince Edward Island
Fundersnot available
KeywordsRefugeeContext (archaeology)Climate changeGeographyScholarshipPolitical scienceSmall Island Developing StatesNarrativeLivelihoodDevelopment economicsEconomic growthAgricultureOceanographyArchaeology

Abstract

fetched live from OpenAlex

In recent years, narratives of the 'climate refugee' have abounded within the larger conversation regarding climate change. However, anthropologies from climatevulnerable Pacific Islands-particularly those most targeted by 'climate refugee' discoursehave determined that the way many media outlets and policy specialists speak of climaterelated migration is sensationalized, over-simplistic, and unrepresentative of how Pacific Islanders approach the issue. Aimed at illustrating how local context can add necessary nuance to the 'climate refugee' narrative, this paper investigates community perspectives on climaterelated migration within a Pacific Island that has not yet been covered in the literature-the Melanesian country of Vanuatu. Based on qualitative fieldwork in Port Vila, Vanuatu, I explore the positions of ni-Vanuatu policymakers and climate activists regarding migration linked to climate change and argue that these be incorporated into policy analyses of climaterelated migration in the Pacific. I find that ni-Vanuatu perspectives reflect an unwillingness to resettle as a result of climate change unless as a last resort, a prioritization of in-situ adaptation measures, and a preoccupation with maintaining cultural and livelihood links should resettlement occur. The implication of these findings is that policies that center these perspectives would allow for community control over movement-including the decision of whether to relocate at all. It will also emphasize prevention and minimization of the circumstances that precipitate climate-related migration. These findings serve as an original contribution to the topic of climate-related migration in Vanuatu-on which no scholarship has been done previously-and as representative of similar island nations.

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)0.003
metaresearch head score (Gemma)0.003
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 score0.150
Threshold uncertainty score0.298

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0170.014
Scholarly communication0.0070.004
Open science0.0020.009
Research integrity0.0020.003
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 head0.118
GPT teacher head0.346
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 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

Citations67
Published2018
Admission routes2
Has abstractyes

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