Fugitive Architecture: Obsolescence, Aspiration, and Adaptation in Vancouver's Urbanizing Industrial Areas
Bibliographic record
Abstract
'Fugitive Architecture' is a provocation born as a response to development practices that commodify architecture through the dictum of "highest and best use." In contrast to market-driven aspirational architecture, this thesis problematizes notions of urban decay and renewal, unsettling norms of market economics and urban planning. Profit-driven design methodologies diminish a building's material quality and longevity, adversely impacting life-cycle outcomes. Central to this thesis is a new design approach that embraces obsolescence and uses adaptability to prolong building lifespans while anticipating aging. This expands material and temporal notions of transience to include socioeconomic and political factors in the built environment. Fieldwork, including the photographic documentation of existing conditions in Vancouver's urbanizing industrial landscapes, informs speculative design interventions over a continuum of scales, from infrastructures to assembly details. Fugitive architecture reciprocates the evolving needs of building inhabitants, area residents, and local communities as they face pervasive gentrification.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.010 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".