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Record W4399943297 · doi:10.1080/24694452.2024.2354503

Tourism Platforms and the Digital Biopolitics of Nature: An Interface Analysis of TripAdvisor in Patagonia-Aysén, Chile

2024· article· en· W4399943297 on OpenAlexaff
Juan Pablo Astaburuaga, Agnieszka Leszczynski, J. C. Gaillard

Bibliographic record

VenueAnnals of the American Association of Geographers · 2024
Typearticle
Languageen
FieldComputer Science
TopicInnovative Human-Technology Interaction
Canadian institutionsWestern University
Fundersnot available
KeywordsBiopowerTourismInterface (matter)GeographyPolitical sciencePoliticsArchaeology

Abstract

fetched live from OpenAlex

This article investigates how digital platforms are implicated in the neoliberalization of conservation by turning nature and protected areas into tourism commodities. We mobilize Ash et al.’s (Citation2018) heuristic of unit, vibration, and tone to analyze TripAdvisor’s interfaces for contributing, exploring, and reviewing nature-based points of interest in Patagonia-Aysén, Chile. We contend that digital tourism platforms express what we term digital environmental biopower, which designates these platforms’ capacities to enlist digital users as agents who engage in biopolitical practices such as classifying, scoring, and raking natural areas as objects whose value is reliant on their tourism attributes. We argue that these digital modulations both sustain and are sustained by an environmental biopolitical regime in which “pristine” natural areas are “made to live” or “allowed to die” in the global digitally mediated (eco)tourism marketplace.

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)0.001
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 score0.295
Threshold uncertainty score0.270

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.010
GPT teacher head0.306
Teacher spread0.296 · 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 designObservational
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

Citations3
Published2024
Admission routes1
Has abstractyes

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