MétaCan
Menu
Back to cohort
Record W7088623370 · doi:10.1061/jsendh.steng-14303

Experimental Investigation of CLT Floor Connection Robustness under Combined In-Plane Tension and Out-of-Plane Bending

2025· article· en· W7088623370 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Structural Engineering · 2025
Typearticle
Languageen
FieldMedicine
TopicAbdominal Surgery and Complications
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsRobustness (evolution)SubstructureCatenaryParametric statisticsTorsion (gastropod)Cable glandDowelTension (geology)

Abstract

fetched live from OpenAlex

Mass timber construction using cross-laminated timber (CLT) is gaining popularity globally for larger and taller buildings. Despite this, key aspects of performance for large buildings, such as robustness and resistance to disproportionate collapse, remain underresearched. Experimental evidence of mass timber floors’ behavior under large deformations associated with accidental scenarios is still scarce due to the time-consuming and resource-intensive nature of classical pushdown tests for catenary action investigations. A novel test method for CLT connections was implemented, allowing for faster and more economical test campaigns and therefore facilitating greatly expanding test matrices for parametric investigations under the combined loading (in-plane tension and out-of-plane bending). A total of 72 novel component and 18 classical substructure tests were conducted on CLT floors with butt joints, half-laps, and spline joints, all using self-tapping screws. Component tests showed a decrease of moment capacity with increased tension in butt joints and half-laps, whereas spline joints exhibited an increase in moment capacity at midrange tension utilizations levels. Analytical methods demonstrated that the smaller, economical component tests predicted the substructure floor test behavior. The research provides detailed characterization of changes in mechanical properties of the connections under varying ratios of combined loading, crucial to understanding of the mass timber floor connections under extreme deformations, which is a vital step toward the development of widespread and accessible performance-based robustness analyses.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.393
Threshold uncertainty score0.243

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.017
GPT teacher head0.261
Teacher spread0.245 · 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