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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.

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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.

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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
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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 18 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
BIM and Tunnelling – a Norwegian application: the Sotra Link Project
Guido Barbieri, Matteo Giani, Enrico De Panicis, A Biagi, Dario Della Femina, Gianluca Di Bella
2023· article· en· Proceedings of the World Congress on Civil, Structural, and Environmental Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
Lean as an Integrator of Modular Construction
Bruno Soares de Carvalho, Sérgio Scheer
2019· article· en· Modular and Offsite Construction (MOC) Summit Proceedings· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
venueno affunlabeled
An ABC analysis for power generation project
Batool Hasani, Younos Vakilalroaia
2013· article· en· Management Science Letters· Engineering
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Factors Influencing Cycle Times in Offsite Construction
Fatima Alsakka, Haitao Yu, Farook Hamzeh, Mohamed Al‐Hussein
2023· article· en· Annual Conference of the International Group for Lean Construction· Engineering
distilled prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Virtual collaboration in the built environment
Mark C. Childs, Robby Soetanto, Stephen Austin, Jacqueline Glass, Zulfikar Adamu, Chinwe Isiadinso +4 more
2014· article· en· Figshare· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
affunlabeled
Framework for Using LPS in Design on IPD Projects
Negar Mansouri Asl, Nazanin Najafizadeh, Mahboobeh Fakhrzarei, Ahmed Hammad, Farook Hamzeh
2022· article· en· Annual Conference of the International Group for Lean Construction· Engineering
distilled prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
Iot-based architecture to improve workflow in bricks manufacturing
Dorra Karmaoui, Wassim AlBalkhy, Thomas Danel, Zoubeir Lafhaj, Agnès Jullien, Christophe Chapiseau
2022· article· en· Modular and Offsite Construction (MOC) Summit Proceedings· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
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