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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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Nature Cities
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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.

30 results · 1 filter active ·
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20232025
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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.
30 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 30 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 30 of 30 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.

affno abstractunlabeled
Barriers and opportunities for resilient and sustainable urban forests
Manuel Esperón‐Rodríguez, Rachael V. Gallagher, Carlo Calfapietra, Paloma Cariñanos, Cynnamon Dobbs, Ana Alice Eleutério +21 more
2025· article· en· Nature Cities· Environmental Science
machine prediction:candidate · noneconsensus · none
36
citations
affno abstractunlabeled
Network constraints on worker mobility
Morgan R. Frank, Esteban Moro, Tobin South, Alex Rutherford, Alex Pentland, Bledi Taska +1 more
2024· article· en· Nature Cities· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
10
citations
affno abstractunlabeled
Reimagining the soul of urban planning
Leonie Sandercock
2024· article· en· Nature Cities· Social Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Invisible groundwater threats to coastal urban infrastructure
Barret L. Kurylyk, Christopher J. Russoniello, Julia Guimond, Shellie Habel, Holly A. Michael, Michael C. Sukop +1 more
2025· article· en· Nature Cities· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Remote sensing for healthy vegetation on green roofs
Wenxi Liao, Madison Appleby, Howard Rosenblat, Md Abdul Halim, Cheryl Rogers, Jing M. Chen +3 more
2025· article· en· Nature Cities· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Building urban fire resilience to enhance national security
Amir AghaKouchak, Annika Hjelmstad, Jonathan Lucy, Jesse Duku, Nitheshnirmal Sãdhasivam, Susanna Werth +11 more
2025· article· en· Nature Cities· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Never too local for science advice
Rémi Quirion
2024· article· en· Nature Cities· Environmental Science
machine prediction:candidate · stsconsensus · none
0
citations

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