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Record W4281400564 · doi:10.32920/17320655

Single; thus, homeless forever? Inaccessibility and precarity of housing for single Indigenous women living in the Northwest territories: a policy review of the local housing organizations (LHOs) Tenant Relations Manual - 204 - Point rating of applications

2022· review· en· W4281400564 on OpenAlexaffabout
Shannen Doyle

Bibliographic record

Venuenot available
Typereview
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsToronto Metropolitan UniversityUniversity of Toronto
Fundersnot available
KeywordsPrecarityPublic housingIndigenousPublic policyState (computer science)Housing tenureCorporationSociologyEconomic growthPolitical scienceDemographic economicsGender studiesEconomics

Abstract

fetched live from OpenAlex

In the Northwest Territories (NWT), a point-rate system is administered by the Northwest Territories Housing Corporation (NWTHC) to ensure that households in greatest need for public housing are given priority access. This priority is often given to families with children, persons with disabilities, or seniors. This often leaves non-prioritized populations like single individuals without children limited access to public housing units, and in a state of housing precarity. In the NWT, housing precarity is experienced inter-sectionally; as race, gender, and household composition play a large role in public housing eligibility. Among these at-risk populations, single Indigenous women (SIW) face disproportionate barriers to accessing public housing. This paper argues that barriers to housing access are in part due to colonial, patriarchal, and paternal ideologies that have historically become embedded within housing policy and contributed to the disenfranchisement of SIW in public housing. Through a policy review of the LHO Tenant Relations Manual – Point Rating of Applications, this paper will call for gender-specific and cultural-specific policies and programs in order to effectively acknowledge the lived experiences of SIW accessing public housing policy in the NWT. Key words: Housing Policy; Public Housing; Housing Precarity; Northwest Territories; Indigenous

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)0.018
metaresearch head score (Gemma)0.026
Version: metacan-v3-hybrid-931329e0061cValidation 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: Review
Teacher disagreement score0.453
Threshold uncertainty score0.911

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.026
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0030.002
Scholarly communication0.0040.002
Open science0.0030.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.046
GPT teacher head0.380
Teacher spread0.334 · 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 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
Published2022
Admission routes2
Has abstractyes

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