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Record W6965245418 · doi:10.35090/gatech/92

The Microgeographies of Social Justice: Architect(ture) and Social Housing

2021· other· en· W6965245418 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

VenueSMARTech Repository (Georgia Institute of Technology) · 2021
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsIdeologyPublic housingNeoliberalism (international relations)ArchitectureState (computer science)ContextualizationHousing FirstSocial capitalEconomic Justice

Abstract

fetched live from OpenAlex

This paper outlines the preliminary framework for the author’s doctoral studies in urban planning, which aims to be an academic critique and investigation of the role of architecture, as a practice, and architects, as professionals, in the current status of social housing development. Based on an evolving and expanding literature review, the discussions are framed in three broader categories of ‘premise’, ‘context’ and ‘investigation’. The study would be primarily premised on the notions of the necessity of decommodification of housing and Lefebvre’s “Right to the City”. Within such preliminary and broad conceptual framework, the study then proposes positioning the research within its socio-political and architectural contexts. While the former is represented by neoliberalism, the currently predominant ideology and driving force behind the majority of governments’ decisions and policies all over the world, the latter limits the study to social housing as the architectural manifestation of social justice in the contemporary city. For further contextualization as well as proper–feasible–examination of how state policies have evolved, social housing development and government’s attitudes towards it would be examined more thoroughly in the Canadian context. The Canadian case study would delineate how capitalist and neoliberal ideologies have been applied in a geographically and socio-politically specific context. To complete the roadmap for the study, it is then proposed to critically investigate the role of architects and architecture in the process of social housing production. The hypothesis is that architectural practice is so tightly entangled with capital that architects have been reduced to mere facilitators of the neoliberal modes of production of space and, in doing so, have knowingly or unwittingly deprived architecture from being a powerful aesthetic, experiential and morphological tool for the manifestation and embodiment of social justice in the city.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.713
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0010.009
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0020.001
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 head0.007
GPT teacher head0.239
Teacher spread0.232 · 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