MétaCan
Menu
Back to cohort
Record W7043002229

Progress toward finalizing the 2005 National Model Construction Codes

2003· article· en· W7043002229 on OpenAlexvenueaboutno aff

Bibliographic record

VenueNPARC · 2003
Typearticle
Languageen
FieldDecision Sciences
TopicConstruction Project Management and Performance
Canadian institutionsnot available
Fundersnot available
KeywordsCommissionProcess (computing)Code (set theory)Key (lock)Point (geometry)Building code
DOInot available

Abstract

fetched live from OpenAlex

We have arrived at a key point in the process of finalizing the content of the 2005 versions of the National Building Code, National Fire Code and National Plumbing Code. Last September and October, the technical standing committees of the Canadian Commission on Building and Fire Codes met to review public comments on proposed technical changes to the 1995 versions of these codes. There were over 1400 proposed changes submitted for public review during the four-month consultation last spring. Although many of the over 8000 comments received were supportive, the standing committees focused on comments that were unsupportive and those suggesting alterations to the proposed changes.

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)0.234
metaresearch head score (Gemma)0.339
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.235
Threshold uncertainty score0.945

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.2340.339
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0080.007
Science and technology studies0.0070.005
Scholarly communication0.0150.008
Open science0.0100.008
Research integrity0.0070.009
Insufficient payload (model declined to judge)0.0100.004

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 head0.146
GPT teacher head0.376
Teacher spread0.231 · 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.

Study designNot applicable
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
Published2003
Admission routes2
Has abstractyes

Explore more

Same venueNPARCSame topicConstruction Project Management and PerformanceFrench-language works237,207