MétaCan
Menu
Back to cohort
Record W2300021924 · doi:10.14288/1.0100202

Secondary suites : housing resource or problem, the Vancouver case

2010· article· en· W2300021924 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

VenuecIRcle (University of British Columbia) · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicCollaborative and Sustainable Housing Initiatives
Canadian institutionsnot available
Fundersnot available
KeywordsResource (disambiguation)BusinessComputer science

Abstract

fetched live from OpenAlex

Secondary suites in single family houses have remained an illegal but prevalent form of housing in Vancouver since 19 56 despite a number of policies implemented to deal with this issue. In the absence of a policy framework it has been unclear what the impact of these policies have been or how they should be evaluated. This study presents an analytical framework through which the issue can be better understood before policy options are explored and analyzed. The framework consists of, firstly, an analysis of the role of secondary suites in the Vancouver housing scene; secondly, an assessment of the secondary suite "problem" in Vancouver and how it has been dealt with; thirdly, an analysis of incidence of effects of the secondary suite arrangement; and, finally, a policy analysis model based on the preceding findings. The sources of information include published reports and statistics, classified advertisements that are tabulated, interviews with informants who have been involved in dealing with the secondary suite issue as well as informal interviews with about 50 people directly involved in a secondary suite arrangement. Based on the understanding of the secondary suite issue, two basic policy orientations are identified. The first one is to reduce the number of secondary suites in the City while the second one is to change the suites into an acceptable form of housing. The alternative means to implement these policies are identified and the correlation between these means, the functions they can serve and the effect they have on the City's housing situation and the secondary suite issue are outlined. It is hoped that the findings will be useful to planners in formulating more effective policies and to decision-makers in deciding on the most appropriate solution for the City's secondary suite issue.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.864
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
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.218
Teacher spread0.207 · 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