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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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Journal of the American Planning Association
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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
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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.

43 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.
43 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 43 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 43 of 43 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
Riders Who Avoided Public Transit During COVID-19
Matthew Palm, Jeff Allen, Bochu Liu, Yixue Zhang, Michael J. Widener, Steven Farber
2021· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
106
citations
afffundaboutunlabeled
High Rises and Housing Stress
Cloé St-Hilaire, Mikael Brunila, David Wachsmuth
2023· article· en· Journal of the American Planning Association· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
29
citations
fundaboutno affunlabeled
The Right to (Re)Shape the City
Samantha Biglieri
2021· article· en· Journal of the American Planning Association· Health Professions
machine prediction:candidate · noneconsensus · none
21
citations
affaboutunlabeled
Complete Community
Jill L. Grant
2023· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
15
citations
fundno affunlabeled
Toward Evidence-Based Urban Planning
Léa Ravensbergen, Ahmed El-Geneidy
2022· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
14
citations
aboutno affunlabeled
Redrawing the Planners’ Circle
Louis A. Merlin, Denis Teoman, Marco Viola, Hailey Vaughn, Ralph Buehler
2021· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
14
citations
aboutno affunlabeled
Digital Technology Use and Future Expectations
Claire Daniel, Elizabeth A. Wentz, Petra Hurtado, Wei Yang, Christopher Pettit
2023· article· en· Journal of the American Planning Association· Environmental Science
machine prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
GROSS DENSITY AND NEW URBANISM
David L. A. Gordon, Shayne Vipond
2005· article· en· Journal of the American Planning Association· Environmental Science
machine prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
A Case of (Decreasing) American Exceptionalism
Andrew H. Whittemore, William Curran-Groome
2021· article· en· Journal of the American Planning Association· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
12
citations
aboutno affunlabeled
Zoning In on Transit-Oriented Development
Aryana Soliz, Lancelot Rodrigue, Christian Peaker, Isabelle Bernard, Ahmed El-Geneidy
2023· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations
afffundaboutunlabeled
Finding Mutual Benefit in Urban Development
Yinnon Geva, Matti Siemiatycki
2023· article· en· Journal of the American Planning Association· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
8
citations
fundaboutno affunlabeled
Indigenizing Food System Planning for Food System Resiliency
Tammara Soma, Chelsey Geralda Armstrong, Cedar Welsh, Samantha Jung, Clifford G. Atleo, Belinda Li +1 more
2023· article· en· Journal of the American Planning Association· Health Professions
machine prediction:candidate · noneconsensus · none
7
citations
fundaboutno affunlabeled
Community Animators and Participatory Planning
Ryan Anders Whitney, Trudy Ledsham
2023· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
6
citations
affaboutunlabeled
Planning With the Animacy of the Land
Keisha Maloney
2025· article· en· Journal of the American Planning Association· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
Can We Retrofit Suburban Arterials?
Paul Hess, Michael Piper, André Sørensen
2022· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
BOOK REVIEWS
2000· article· en· Journal of the American Planning Association· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About