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Record W6948303644 · doi:10.4224/40003408

Technical best practice for use of water mist systems in mass timber residential buildings

2024· report· en· W6948303644 on OpenAlexafffundvenue

Bibliographic record

VenueNPARC · 2024
Typereport
Languageen
FieldComputer Science
TopicAdvanced Image and Video Retrieval Techniques
Canadian institutionsNational Research Council Canada
FundersNational Research Council CanadaEuropean Commission
KeywordsMistHazardFire protectionHazardous wasteHazard analysisBest practiceFire hazard

Abstract

fetched live from OpenAlex

Water mist systems are considered in protection of encapsulated mass timber construction (EMTC), due to their typically low water spray rates. This technical best practice provides an overview of regulatory requirement for the fire protection of residential mass timber buildings including fire suppression systems, and it discusses applicable characteristics and design considerations of water mist systems, which are not addressed in the existing standards and guidelines. In designing a water mist system, any special hazard of mass timber buildings should be considered, whilst construction materials are not specifically addressed in the hazard categories of the existing standards. The water mist system should be designed to provide enhanced property protection in addition to the typical residential system performance when the hazard assessment indicates relatively large areas of exposed mass timber elements, post-fire retrofit difficulties of damaged mass timber elements or other special hazardous circumstances. While the evaluated design objectives are the same for water mist and conventional sprinkler systems, the design approach of water mist system is fundamentally different from the prescriptive manner of sprinkler systems. Water mist systems are designed based on acceptable performance demonstrated in full-scale fire tests meeting the specified pass criteria. For the case where the existing standard test protocols are not applicable, test protocols should be developed to represent the actual hazard condition (e.g., fuel loads, ventilation conditions, room dimensions) in the protected area, and to test the performance objectives, design, and component functionality. This technical document provides aspects to take into account in selecting test scenarios, protocols and pass-fail criteria. Technical notes are also provided to design parameters, such as delay times of a dry-pipe/pre-action system, water-spray shape, design area and durations, which are particularly relevant to the fire protection of residential mass timber buildings.

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)0.001
metaresearch head score (Gemma)0.001
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: Methods · Consensus signal: Methods
Teacher disagreement score0.423
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.051
GPT teacher head0.359
Teacher spread0.308 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreMethods

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
Published2024
Admission routes3
Has abstractyes

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