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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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BIM and Construction Integration
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,860 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,860 works in the cohort · of 4,299,418page 30 of 38

Labels cover 5 of 1,860 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,860 of 1,860 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

fundno affunlabeled
AIE volume 29 issue 3 Cover and Front matter
2015· article· en· Artificial intelligence for engineering design analysis and manufacturing· Engineering
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
TTC STREAMLINES M/W PLANNING
T Lee, Allan M. Zarembski, J Weisgerber
2002· article· en· Railway track and structures· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Agile environments...
Dean Mackie, Gifford Louie, Jason Rogers, Niall Shaw
2005· article· en· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Preface: CIB World Building Congress 2022
Michael Behm, Guillermo Aranda‐Mena, Ron Wakefield, Erin Mellencamp
2022· article· en· IOP Conference Series Earth and Environmental Science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
MJM CONSEILLERS EN ACOUSTIQUE INC.
Michel Morin
2015· article· fr· Canadian acoustics· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
EDITOR: B.C. Björk
2003· article· en· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Review of the Modular Construction System
Julio Casimiro, Brigitte Montalvo, Manuel Laurencio
2025· article· en· Civil Engineering and Architecture· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
Modeling Infrastructure Bridges Maintenance Work Zones
Mohamed Marzouk, Kouzal El Banna
2016· article· en· International Journal of Architecture Engineering and Construction· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Innovative Construction Practices
Avi Friedman
2023· book-chapter· en· ˜The œurban book series· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
CIVCAP 2012: Laying Concrete Foundations
Paul Keating, Sharon Wiharta
2012· article· en· BIBSYS Brage (BIBSYS (Norway))· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Kensington
2005· article· en· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueaboutno affunlabeled
Engineering and Acoustic Design Experts
Dominique Leclerc, Alexandre Briot
2015· article· en· Canadian acoustics· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About