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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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Environment and Planning B Urban Analytics and City Science
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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.

57 results · 1 filter active ·
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20162025
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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.
57 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 57 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 57 of 57 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
What is civic participation in artificial intelligence?
Renée Sieber, Ana Brandusescu, Suthee Sangiambut, Abigail Adu-Daako
2024· article· en· Environment and Planning B Urban Analytics and City Science· Social Sciences
distilled prediction:candidate · scholarly_communicationconsensus · none
26
citations
affunlabeled
A framework of comparative urban trajectory analysis
Miaoyi Li, Xinyue Ye, Shanqi Zhang, Xiaoyong Tang, Zhenjiang Shen
2017· article· en· Environment and Planning B Urban Analytics and City Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
21
citations
affno abstractunlabeled
Patterns amidst the turmoil: COVID-19 and cities
Shauna Brail
2021· article· en· Environment and Planning B Urban Analytics and City Science· Mathematics
distilled prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Defining archetypes of mixed-use developments using Google Maps API data
Zhongming Shi, Heidi Silvennoinen, Arkadiusz Chadzynski, Aurel von Richthofen, Markus Kraft, Stephen Cairns +1 more
2022· article· en· Environment and Planning B Urban Analytics and City Science· Social Sciences
distilled prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Locating creativity in the city using Twitter data
Darja Reuschke, Jed Long, Nick Bennett
2021· article· en· Environment and Planning B Urban Analytics and City Science· Social Sciences
distilled prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
Resilience analysis of global agricultural trade
Chunzhu Wei, Xufeng Liu, Lupan Zhang, Yuanmei Wan, Gengzhi Huang, Lu Yang +1 more
2024· article· en· Environment and Planning B Urban Analytics and City Science· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Route network simplification for transport planning
Zhao Wang, Josiah Parry, Robin Lovelace
2025· article· en· Environment and Planning B Urban Analytics and City Science· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations

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