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Record W6925272582 · doi:10.17605/osf.io/vwneq

Indigenous Resentment and Housing

2024· other· en· W6925272582 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueOpen Science Framework · 2024
Typeother
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Market Behavior and Pricing
Canadian institutionsnot available
Fundersnot available
KeywordsResentmentOpposition (politics)HarmPublic housingIndigenousEliteFeelingNIMBY

Abstract

fetched live from OpenAlex

Canada is currently facing a housing affordability crisis. Housing prices continue to rise as demand outpaces supply (Boynton, 2022) and Scotia Bank’s Chief Economist has recently argued that a considerable problem standing in the way of improved housing affordability is local opposition to new housing development (Labine, 2022). Many Canadians express support for policies that encourage housing construction and increase affordability yet we know that this support weakens among those with high anti-immigrant sentiments and, in the US, those with strong feelings of racial resentment (Rivard et al., 2024). There is a growing literature examining the factors that increase support or opposition towards housing development in Canada and internationally (Doberstein et al., 2016; Handy et al., 2008; Hankinson 2018; Lewis and Baldassare, 2010; Wicki and Kaufmann, 2022) but the literature has yet to properly consider the role of racial resentment in housing attitudes and the relationship between public and elite attitudes on local housing policy (with the exception of Trounstine 2020, 2023). Research suggests that support for development can increase when respondents are made aware of the potential of public benefits (Doberstein et al., 2016). Yet opposition increases when respondents are told the development might harm their neighbourhood character, strain public services, make parking more difficult, when the proposed development is closer to respondent’s place of residence, and among those concerned about the “type of people” moving into the new development (Hankinson, 2018; Lewis, 2015; Whittemore and BenDor, 2019). In Canada, racial resentment—or feelings of resentment/antipathy/racism towards a visible minority group—is best characterized by Canadian-born non-Indigenous peoples’ feelings towards Indigenous peoples. Indeed, Indigenous resentment has been shown to be an important predictor of policy attitudes in Canada (Beauvais, 2022) and is also associated with greater opposition toward government spending on policies that are deemed to benefit Indigenous peoples (Beauvais and Stolle, 2022). In December 2019, 87% of Squamish nation members voted to approve the Sen̓áḵw development. The project is presently being built by a collaboration between the Squamish and Westbank, a commercial property developer. The Sen̓áḵw project is an ideal case to study the effects of support for development within a real-world context. Studies that look at support for a housing project generally rely on a hypothetical project, asking the survey respondent to “imagine a housing development was being proposed near you”. In contrast, the Sen̓áḵw is a real-world example of a large-scale, controversial housing project being led by an out-group—the Squamish nation who, despite being the first inhabitants of the land, are now an ethnic minority group in Vancouver and whose ethnic origins differ from the city’s majority population. This project will advance our knowledge of (i) racial resentment, (ii) opposition to new housing, and (iii) reconciliation between Canadians and Indigenous peoples more generally. Inspired by the Sen̓áḵw project, this paper looks at the extent to which opposition/support towards a hypothetical housing development is affected by whether the project is spearheaded by a local Indigenous nation and the extent to which Indigenous residents make up the share of the new residents.

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 categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.404
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0050.001
Open science0.0010.003
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.034
GPT teacher head0.321
Teacher spread0.287 · 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