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Record W4283274234 · doi:10.18357/bigr32202220403

Subordinating Space: Immigration Enforcement, Hierarchy, and the Politics of Scale in Mexico and Central America

2022· article· en· W4283274234 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBorders in Globalization Review · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsDeportationImmigrationEnforcementPolitical scienceGeographyPoliticsLaw

Abstract

fetched live from OpenAlex

In recent years, security and immigration enforcement has expanded rapidly throughout Mexico. From checkpoints and patrols to a vast system of detention and deportation, Mexican officials have implemented far-reaching measures to curtail international migration from Central America. Many of these efforts have been concentrated along the Mexico–Guatemala border and deep within southern Mexico, culminating in Programa Frontera Sur, a militarized approach to border security implemented in 2014. In this article, we explore how security and immigration enforcement in Mexico rely on spatial hierarchies that divide north and south. The practice of security and immigration enforcement has received significant attention across many disciplines. The notion of spatial hierarchies and the ways in which scalar differentiation impinges upon well-being has been less covered. As we show, these hierarchies partition North and Central America according to colonial modes, subordinating the latter as inferior while working across global, national, and local scales. Crucially, the linkages between securitization and the spatialization of hierarchies provide insights into nation-building and regional identity, where Mexico and the United States are increasingly designated as separate from South and Central America.

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.916
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.007
GPT teacher head0.302
Teacher spread0.295 · 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