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Record W4235059260 · doi:10.32920/ryerson.14643645

Transitional Architecture: A Temporary Architectural System for De-Industrializing Waterfronts

2021· preprint· en· W4235059260 on OpenAlexaff
Stephen Mauro

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldArts and Humanities
TopicArchitecture and Cultural Influences
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsRedevelopmentArchitectureContext (archaeology)Port (circuit theory)EngineeringArchitectural engineeringBusinessEconomyCivil engineeringGeographyEconomicsMechanical engineering

Abstract

fetched live from OpenAlex

The following thesis began as an investigation into port cities that lie in the limbo between industrial and post-industrial. It questions the role of architecture during this stage of transition. The research brought forth a vision of infrastructural re-use and reversible architecture, aimed to address the indeterminate and environmental condition of de-industrialized contexts. Essentially this thesis envisions the reactivation of wasted rail and manufacturing infrastructure present among industrial-port cities. They are to become a supply chain network, producing temporary architecture. Areas of high rail density such as rail yards and industrial piers thus act as incubators of the future era; served by a reversible architecture. These communities become the focus of the city's redevelopment efforts while resisting the pressure of permanent, large scale redevelopments. As the transition from industrial to post-industrial nears stabilization, more permanent solutions will begin to emerge while the architecture may move on to serve another context.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.629
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.063
GPT teacher head0.253
Teacher spread0.190 · 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.

Study designQualitative
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

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