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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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Urban Design and Spatial Analysis
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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
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aboutaboutness

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

522 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.
522 works in the cohort · of 4,299,418page 1 of 11

Labels cover 1 of 522 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 522 of 522 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.

affunlabeled
Generating and exploring good building layouts
Fan Bao, Dong‐Ming Yan, Niloy J. Mitra, Peter Wonka
2013· article· en· ACM Transactions on Graphics· Engineering
machine prediction:candidate · noneconsensus · none
113
citations
fundno affunlabeled
Road network circuity in metropolitan areas
David J Giacomin, David Levinson
2015· article· en· Environment and Planning B Planning and Design· Engineering
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
New Urbanism as Sustainable Growth?
Ajay Garde
2004· article· en· Journal of Planning Education and Research· Engineering
machine prediction:candidate · noneconsensus · none
74
citations
affaboutunlabeled
Temporal Network Kernel Density Estimation
Jérémy Gelb, Philippe Apparicio
2023· article· en· Geographical Analysis· Engineering
machine prediction:candidate · noneconsensus · none
28
citations
affunlabeled
6 Feet Apart: Spaces and Cultures of Quarantine
Rob Shields, Michael Schillmeier, Justine Lloyd, Joost van Loon
2020· article· en· Space and Culture· Engineering
machine prediction:candidate · noneconsensus · none
24
citations
aboutno affunlabeled
Learning from Practice in the Face of Conflict and Integrating Technical Expertise with Participatory Planning: Critical Commentaries on the Practice of Planner-Architect Laurence Sherman Mediation and Collaboration in Architecture and Community Planning: A Profile of Larry Sherman Practical Elements of Facilitative Leadership and Collaborative Problem Solving Where Do Collaborative Planning Instincts Come From? Lessons from the Field Words, Bodies, Things
John Forester, Lawrence Susskind, Karen Umemoto, Masahiro Matsuura, Giancarlo Paba, Camilla Perrone +1 more
2011· article· en· Planning Theory & Practice· Engineering
machine prediction:candidate · noneconsensus · none
16
citations
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