MétaCan
Menu
Back to cohort
Record W3159899223 · doi:10.14288/1.0396915

Designed to displace : how The 606 trail, a large green infrastructure project in the city of Chicago, has displaced low-income residents due to rising housing costs

2021· article· en· W3159899223 on OpenAlexaff
Dolly Sehr

Bibliographic record

VenuecIRcle (University of British Columbia) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicUrban and Rural Development Challenges
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsLow income housingBusinessGreen infrastructureFinanceEconomic growthEconomicsEnvironmental planningGeography

Abstract

fetched live from OpenAlex

The research in this thesis aims to understand the direct impact of The 606 trail, a large green infrastructure project in the city of Chicago, on rising housing costs in the blocks directly adjacent to the project. The research is conducted by analyzing the current policies in place to protect affordable housing, conducting a comparative block study of four blocks to identify issues with current policies that are not working to limit gentrification, and finally delivering policy guidelines to help mitigate future gentrification and displacement. This approach was selected to understand how housing typologies are changing and to identify the loopholes being used to avoid providing affordable units in new construction developments. By focusing on the block by block impacts, patterns that would otherwise be missed were revealed as trends in gentrification. The resulting guidelines aim to provide more protections for multi-family 2 to 4 flats, eliminate loopholes in providing affordable units in new construction developments, and make adjustments to the new accessory dwelling unit policy for its pilot program to be more equitable.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.742
Threshold uncertainty score0.823

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.019
GPT teacher head0.228
Teacher spread0.209 · 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 designObservational
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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venuecIRcle (University of British Columbia)Same topicUrban and Rural Development ChallengesFrench-language works237,207