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Record W2054396979 · doi:10.1080/00045608.2013.858572

On the Work of Urbanization: Migration, Construction Labor, and the Commodity Moment

2014· article· en· W2054396979 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAnnals of the Association of American Geographers · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicUrban and Rural Development Challenges
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsForegroundingUrbanizationCommodificationNexus (standard)ProletarianizationSociologyCognitive reframingEconomic geographyCommodityScholarshipLabor historyPoliticsLabor relationsPolitical economyPolitical scienceEconomic growthEconomicsEconomyLabour economicsMarket economyEngineering

Abstract

fetched live from OpenAlex

Construction labor markets are crucial to processes of urbanization, yet they have been largely overlooked as sites for research and theory at the nexus of urban and migration studies. In this article I explore how widespread trends of flexibility have transformed construction labor markets internationally in recent decades and highlight how these trends intersect with the growing incorporation of temporary migrant labor. Employing research conducted on construction labor markets in the city of Dubai, I offer three interventions on theorizing urbanization through the lens of migrant construction work and employment. These include reconceptualizing urbanization as a process of commodity production; highlighting the building process as a site of intersectional politics; and foregrounding how migrant construction work and employment offers a fruitful lens for comparative urban research seeking to draw new connections about the social relations of urbanization across a host of cities internationally. Drawing on feminist migration and postcolonial urban scholarship, I consider how an engagement with the commodified geographies of migrant construction work offers opportunities to reframe and decenter Marxian theories of urbanization.

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)0.002
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.318
Threshold uncertainty score0.477

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.015
GPT teacher head0.252
Teacher spread0.237 · 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