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Record W4399552039 · doi:10.1080/17513057.2024.2359937

All that glitters: extraction as communication in international voluntourism practice

2024· article· en· W4399552039 on OpenAlexafffund
Nathaniel Laywine

Bibliographic record

VenueJournal of International and Intercultural Communication · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicTourism, Volunteerism, and Development
Canadian institutionsYork University
FundersSocial Sciences and Humanities Research Council of CanadaMcGill University
KeywordsBusinessAdvertisingComputer science

Abstract

fetched live from OpenAlex

“Extraction” may be understood as both a metaphor and in a Marxian materialist sense, the set of material and discursive conditions through which international workers and travelers experience and understand the nation of Peru. This article examines the popularity of voluntourism programs through the lens of extraction. The politics of extraction is understood in terms of neo-colonial power relations that unite practices of humanitarian engagement and community development with contributions to the personal growth of voluntourists. These travelers anticipate personally enriching themselves through their intercultural experiences. They anticipate gaining emotional and experiential wealth that is associated with (often vague) notions of helping others. By drawing on semi-structured interviews and three months of ethnographic fieldwork at key sites in Peru, as well as by tracing a historical trajectory of extraction, I argue that within contemporary neoliberal modes of humanitarian engagement, an extractive ontology prioritizes the enrichment of foreign individuals and agencies over the wellbeing of communities in need.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score0.638

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.003
Open science0.0010.000
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 head0.032
GPT teacher head0.364
Teacher spread0.332 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations1
Published2024
Admission routes2
Has abstractyes

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