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Record W4411431135 · doi:10.54825/clvr7909

Homes and Hands United: Bridging Housing and Labour Struggles at McMaster University

2025· article· en· W4411431135 on OpenAlexaffabout
Elliot Goodell Ugalde

Bibliographic record

VenueRadical Housing Journal · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing, Finance, and Neoliberalism
Canadian institutionsQueen's University
Fundersnot available
KeywordsPrecaritySociologyRedistribution (election)Real estateGrassrootsEconomicsPolitical sciencePoliticsFinanceGender studiesLaw

Abstract

fetched live from OpenAlex

[⚠️ Suspicious Content] "This paper examines the strategic alliance between the Tenant Solidarity Working Group (TSWG)—a graduate-student tenant union—and CUPE Local 3906, representing Teaching Assistants (TAs) and Research Assistants (RAs) at McMaster University in Hamilton, Ontario. Situated within Hamilton’s ongoing economic shift from manufacturing, specifically steel production, toward increased real estate speculation, financialization, and intellectual labour, this study investigates whether tenant-labour collaborations provide an effective model for addressing systemic socio-economic inequalities in student housing. Utilizing Nancy Fraser’s analytical triad of recognition, redistribution, and representation, the research evaluates the potential and limitations of this collaboration in achieving tangible socio-economic justice outcomes for graduate tenants. Through the lens of Fraser’s framework, the study identifies how tenant and labour activists mobilize recognition by contesting normative stigmatization of graduate renters; pursue redistribution through collective action that has yielded financial concessions such as rent reductions; and seek representation by demanding political inclusion within university administrative structures and broader public discourse. The analysis underscores that, despite Hamilton’s persistent identity as a major steel producer, the city's gradual pivot toward real estate investment and intellectual labour exemplifies David Harvey's concept of a ""spatial fix,"" redirecting surplus capital and labour into the university sector, thus complicating the intersection of housing affordability and labour precarity."

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)0.000
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: Empirical
Teacher disagreement score0.826
Threshold uncertainty score0.860

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
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 head0.017
GPT teacher head0.208
Teacher spread0.192 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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