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Record W7045072140

The Acoustical Challenges for Modular Buildings used for Residential Purposes

2023· article· en· W7045072140 on OpenAlexvenueaboutno aff

Bibliographic record

VenueCanadian acoustics · 2023
Typearticle
Languageen
FieldMedicine
TopicArtificial Intelligence in Healthcare and Education
Canadian institutionsnot available
Fundersnot available
KeywordsModular designModular constructionInterface (matter)Isolation (microbiology)Building codeSound transmission class
DOInot available

Abstract

fetched live from OpenAlex

As the need for affordable housing increases throughout Canada, modular buildings have moved on from their traditional use as temporary construction trailers or portable classrooms, to forming an important part of permanent housing solutions in both remote and urban locations. Modular buildings offer a cost-effective alternate to “stick-built” construction, that enables a rapid mobilization due to off-site pre-fabrication, with a flexible and ease-of-use approach to the spaces that can be readily adapted to both residential or ancillary support uses. However, while the typical modular assembly is well rehearsed for non-residential uses, there are currently no directly comparable assemblies contained with the Building Code and published formal acoustical performance data of such assemblies is scarce, leading to some ambiguities in the expected acoustical performance of such assemblies. This paper will identify and explore some of the primary acoustical considerations for modular buildings used for residential purposes that have been discovered during the design and construction phases on recent projects. These include a comparison of the design sound isolation ratings of typical assemblies with the as-built performance, details of measures required to mitigate the effects of flanking sound transmission through adjoining constructions and the treatment of building services through shared shafts at the interface of the ancillary uses with the residential modules. Through the discussion of practical examples from both project design and on-site construction works, the paper will provide an insight into the effectiveness of modular construction to achieve acoustical standards that are consistent with the proposed residential uses.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.968
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.002

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 head0.188
GPT teacher head0.411
Teacher spread0.223 · 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 designObservational
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
Published2023
Admission routes2
Has abstractyes

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