Structural Fire Design for Composite Steel Deck Construction in Canada
Bibliographic record
Abstract
In Canada, there has been a dearth of research and design attention given to developing innovative fire design solutions for composite steel deck construction. This is despite the increasing number of these constructions in densely populated metropolitan centers in Canada. These structures are currently treated with classic prescriptive based fire designs. Isolated building components are designed based on implicit fire relations and as international practice has shown, prescriptive fire design may be viewed as restrictive, uneconomical, and is challenged in its representation of reality. Internationally, practice has been maturing towards Performance Based Fire Design (PBFD) for composite steel deck structures for the last several decades with significant research into the behavior of these structures occurring. Herein; the first objective is to examine the development of PBFD techniques used globally through relevant experiments, experiences, and applications. The second objective is to explore the state of fire design within Canada and what can be learned from global fire design and research experiences – the international state of the art. The goal is to promote best practice discussion on where structural fire design for composite steel deck construction in Canada, and internationally, could move towards
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".