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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 Chemical Engineering
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Retraction
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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.

12 results · 1 filter active ·
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20242025
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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.
12 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 12 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 12 of 12 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.

afffundunlabeled
Self-aggregating long-acting injectable microcrystals
Vivian R. Feig, Sanghyun Park, Pier Giuseppe Rivano, Jinhee Kim, Benjamin Muller, Ashka Patel +12 more
2025· article· en· Nature Chemical Engineering· Materials Science
machine prediction:candidate · noneconsensus · none
17
citations
affno abstractunlabeled
Connecting scales in reaction engineering
Jeremy Luterbacher, Bert Weckhuysen, Sophia Haussener, Beatriz Roldán Cuenya, Daniel E. Resasco, Carlos G. Morales‐Guio +7 more
2025· article· en· Nature Chemical Engineering· Chemistry
machine prediction:candidate · noneconsensus · none
10
citations
affno abstractunlabeled
Modeling the depolymerization of plastics
Alexander K. Best, P. Majumdar, Linda J. Broadbelt
2025· article· en· Nature Chemical Engineering· Environmental Science
machine prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Exploring the potential landscape of chemical engineering science
Claire S. Adjiman, André Bardow, Stacey F. Bent, Nigel P. Brandon, Kate E. Galloway, Raymond J. Gorte +32 more
2025· article· en· Nature Chemical Engineering· Engineering
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Queue in the surfactant molecules
Scott Tsai
2024· article· en· Nature Chemical Engineering· Engineering
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About