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Record W4410104211 · doi:10.1177/02637758251336961

“I hope you can help me”: Impacts of cisheteropatriarchal housing systems on tenant careworkers’ access to local state care infrastructure in Vancouver, Canada

2025· article· en· W4410104211 on OpenAlexafffundabout
Samantha Thompson

Bibliographic record

VenueEnvironment and Planning D Society and Space · 2025
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsUniversity of Victoria
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsState (computer science)BusinessComputer science

Abstract

fetched live from OpenAlex

Housing and care relations are deeply gendered. Analyzing these relationships through consideration of cisheteropatriarchal structures facilitates a deeper understanding of systemic contexts shaping tenants' experiences of care in housing crises and the protection of property ownership through normative hierarchies of gender and sexualities. Yet, understandings of how tenants' care work is situated within cisheteropatriarchal relations remains limited. To address this gap, I engage archival materials to analyze interactions between tenants and Vancouver, Canada's Rental Accommodation Grievance Board, a state-led mediator between landlords and tenants that operated from 1969-1975. I theorize the multifaceted approaches through which tenants demanded care from local state infrastructure in housing crises, as shaped by cisheteropatriarchal structures. Tenants provided care work to themselves, landlords, and the state and this labour was shaped by cisheteropatriarchal contexts. Tenants' demands for local state care through landlord-tenant laws often resulted in gender-based landlord violence and harassment towards tenants. Tenants resisted cisheteropatriarchal care norms that categorized their care needs as secondary to the protection of profit and property. I situate these care contexts within a cisheteropatriarchal housing system to argue that the reliance on tenants as careworkers in housing crises exacerbates gendered inequities and harms for those already vulnerable to housing 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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.054
Threshold uncertainty score0.389

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0190.009
Scholarly communication0.0060.001
Open science0.0020.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.011
GPT teacher head0.288
Teacher spread0.277 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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 routes3
Has abstractyes

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