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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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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.

6,308 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.
6,308 works in the cohort · of 4,299,418page 104 of 127

Labels cover 7 of 6,308 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 6,308 of 6,308 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
Delivering equity in low-carbon multisector infrastructure planning
Adil Ashraf, Mohammed Basheer, José María Faci González, Eduardo A. Martínez Ceseña, Mikiyas Etichia, Emmanuel Obuobie +4 more
2025· article· en· Nature Communications· Environmental Science
machine prediction:candidate · noneconsensus · none
11
citations
affunlabeled
Machine learning in Alzheimer’s disease genetics
Matthew Bracher‐Smith, Federico Melograna, Brittany Ulm, Céline Bellenguez, Benjamin Grenier‐Boley, Diane Duroux +318 more
2025· article· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
11
citations
affunlabeled
A draft UAE-based Arab pangenome reference
Nasna Nassir, Mohamed A. Almarri, Muhammad Kumail, Nesrin Mohamed, Bipin Balan, Shehzad Hanif +17 more
2025· article· en· Nature Communications· Arts and Humanities
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Cellular population dynamics shape the route to human pluripotency
Francesco Panariello, Onelia Gagliano, Camilla Luni, Antonio Grimaldi, Silvia Angiolillo, Wei Qin +18 more
2023· article· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
10
citations
afffundunlabeled
Electron transfer in the respiratory chain at low salinity
Ana Paula Lobez, Fēi Wú, Justin M. Di Trani, John L. Rubinstein, Mikael Oliveberg, Peter Brzezinski +1 more
2024· article· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
10
citations
afffundunlabeled
Microstructural asymmetry in the human cortex
Bin Wan, Amin Saberi, Casey Paquola, H. Lina Schaare, Meike D. Hettwer, Jessica Royer +7 more
2024· article· en· Nature Communications· Neuroscience
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
How do our cells build their protein interactome?
Benoit Coulombe, Philippe Cloutier, Marie‐Soleil Gauthier
2018· article· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
10
citations
afffundgemma · research_integrity+metaresearchgpt · open_sciencemodels split
Data sharing ethics toolkit: The Human Cell Atlas
Emily Kirby, Alexander Bernier, Roderic Guigó, B Wold, Fabiana Arzuaga, Mayumi Kusunose +2 more
2024· review· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · metaresearch+open_scienceconsensus · none
10
citations

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