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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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Building Energy and Comfort Optimization
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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.

2,455 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.
2,455 works in the cohort · of 4,299,418page 49 of 50

Labels cover 3 of 2,455 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 2,455 of 2,455 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.

aboutno affunlabeled
Stretch Codes and the Building Envelope
Kathy Velikov, Kazi Najeeb Hasan, Geoffrey Lewis, Carol C. Menassa, Vineet R. Kamat, Geoffrey Thün
2025· article· en· Technology|Architecture + Design· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Attractive and Energy Efficient Facades
Avi Friedman
2023· book-chapter· en· ˜The œurban book series· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Proyecto Solar Decathlon
Javier Neila González, César Bedoya Frutos
2014· article· es· Boletín CF+S· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Occurrence Download
2020· dataset· en· Global Biodiversity Information Facility· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
History of Thermal Comfort Standards
J. Alstan Jakubiec
2022· book-chapter· en· SpringerBriefs in architectural design and technology· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
A Simulation Tool for Renewable Energy Supported Buildings
Mustafa Kuru, Furkan Gökçül, Burak Behlül ÖLMEZ, Ursula Eicker, Derek Baker, Gül Nihal Güğül +2 more
2023· book-chapter· en· Environmental science and engineering· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About