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Record W4407227603 · doi:10.1080/09613218.2025.2457940

The POE paradigm in architecture: practices and perspectives of Canadian practitioners

2025· article· en· W4407227603 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBuilding Research & Information · 2025
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsToronto Metropolitan University
FundersToronto Metropolitan University
KeywordsParadigm shiftArchitectureComputer scienceHistoryEpistemologyPhilosophyArchaeology

Abstract

fetched live from OpenAlex

The benefits of and barriers to post-occupancy evaluation (‘POE’) in industry are regularly described in the literature as relating to building performance and sustainable design. However, the perspectives of architects on the value of POE to design practices or processes are rarely included. The purpose of this grounded theory study was to address this gap, contributing Canadian practitioners’ perspectives to stagnate conversations on the lack of architects’ engagement with POE. Semi-structured interviews were conducted with 25 practitioners from 20 different architecture firms across the country as well as 5 POE specialists working in academia and/or industry. The main finding of this study indicates that Canadian practitioners see theoretical value in POE; however, they are sceptical about its practical application and value to their design work in its present state. This has engendered disciplinary paralysis when it comes to embracing this research pathway and establishing their role in it. Further analysis indicates a need to improve the value proposition of POE in the industry with implications for researchers, architects, policymakers and professional organizations. This includes rebranding and rescoping POE, cultivating methodological richness, refocusing on the user experience, building safeguard mechanisms and building tolerance through precedent.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.915
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.046
GPT teacher head0.359
Teacher spread0.313 · 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