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Record W4414760839 · doi:10.18357/big_r62202522427

Divided Landscapes

2025· article· en· W4414760839 on OpenAlexvenueno aff
Viviana Mejía Cañedo, Guillermo Arias Camarena

Bibliographic record

VenueBorders in Globalization Review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeopoliticsWork (physics)PortfolioState (computer science)TourismLine (geometry)

Abstract

fetched live from OpenAlex

The U.S.–Mexico border is not only a line of control over human mobility but a wound inflicted on the living world, fragmenting habitats and silencing ecosystems. Divided Landscapes brings together the visual and written work of photojournalist Guillermo Arias Camarena and historian Viviana Mejía Cañedo to examine the environmental and symbolic violence of the border. Arias’s photographs (selected from his collection, El muro y el paisaje destruido / The Wall and the Destroyed Landscape) reveal the stark imposition of border infrastructure on fragile ecologies. Mejía’s essay (first published here) situates these landscapes within longer histories of geopolitical asymmetry, displacement, and resistance. The portfolio invites readers to see the border as a contested site, certainly of violence, but also of memory, resistance, and the possibility of reimagining division as dialogue.

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)0.000
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: Review · Consensus signal: none
Teacher disagreement score0.731
Threshold uncertainty score0.884

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.019
GPT teacher head0.346
Teacher spread0.326 · 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
GenreReview

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

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