MétaCan
Menu
Back to cohort
Record W4408979036 · doi:10.1016/j.enbuild.2025.115673

Exploring the role of building codes in protecting occupants from overheating—A Canadian perspective

2025· article· en· W4408979036 on OpenAlexafffundabout
Chun Yin Siu, Sarah Brown, Sébastien Brideau, Lili Ji, William O’Brien, Alex Ferguson, E. Greco, Marianne F. Touchie, Christopher P McLellan, Robert Lepage, Nina Dmytrenko

Bibliographic record

VenueEnergy and Buildings · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Health Impacts
Canadian institutionsCanada Mortgage and Housing CorporationUniversity of TorontoEmmanuel Bible CollegeNational Research Council CanadaCarleton UniversityNatural Resources Canada
FundersNatural Resources CanadaQueensland University of TechnologyNational Research Council CanadaOffice of Energy EfficiencyUniversidad Nacional de SaltaTallinna Tehnikaülikool
KeywordsOverheating (electricity)Architectural engineeringPerspective (graphical)EngineeringForensic engineeringComputer scienceElectrical engineering

Abstract

fetched live from OpenAlex

• Overheating metrics and thresholds in building codes need to be linked to health. • Current recommendations are limited by existing knowledge, tools, and practices. • Establishing national guidance on using future climate data for design is critical. • Passive measures are essential to lessen the resource burdens of active cooling. • Flexible compliance paths address varied project resources and risk thresholds. Extreme heat events are becoming more frequent and more severe as climate change continues to progress. This poses significant risks to human health and safety. These impacts highlight the urgent need to address overheating resilience in residential buildings, where heat-related injuries notably occur. Historically, building codes have been essential in protecting occupants against environmental hazards, but integrating provisions to reduce overheating remains a global challenge. Overcoming stakeholder disagreements, changing entrenched design practices, and developing practical assessment methodologies are key barriers to progress. By compiling the most recent findings and research on overheating resilience, with an emphasis on residential buildings, this article seeks to advance the discourse about incorporating overheating protection in national building codes. This paper examines physiological thresholds for overheating, practical metrics for assessment, and strategies for aligning building code priorities with health and equity considerations. The complexities of balancing energy efficiency with overheating protection (particularly for heating-dominated climates) are also covered. Drawing on these insights, a framework of priority actions is proposed to guide the development of national building codes, ensuring they evolve to meet the challenges of a warming climate. This article discusses possible approaches to include overheating resilience in building codes for residential buildings through a Canadian case study, using the National Building Code of Canada. The findings are intended to serve as a foundational reference for jurisdictions worldwide seeking to enhance overheating protections in their regulatory frameworks.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.187
Threshold uncertainty score0.943

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.005
Science and technology studies0.0170.009
Scholarly communication0.0090.004
Open science0.0030.005
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0080.000

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 head0.039
GPT teacher head0.277
Teacher spread0.237 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations11
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueEnergy and BuildingsSame topicClimate Change and Health ImpactsFrench-language works237,207