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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.

2,949 results · 1 filter active ·
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20172025
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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.
2,949 works in the cohort · of 4,299,418page 3 of 59

Labels cover 1 of 2,949 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 2,949 of 2,949 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A Foundational Model for Reaction Networks on Metal Surfaces
Santiago Morandi, Oliver Loveday, Tim Renningholtz, Sergio Pablo‐García, Rodrigo A. Vargas–Hernández, Ranga Rohit Seemakurthi +4 more
2024· preprint· en· ChemRxiv· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affunlabeled
Exploring Quantum Active Learning for Materials Design and Discovery
Maicon Pierre Lourenço, Hadi Zadeh‐Haghighi, Jiří Hostaš, Mosayeb Naseri, Daya Ram Gaur, Christoph Simon +1 more
2024· preprint· en· ChemRxiv· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
6
citations
affunlabeled
Activation of a Metal-Halogen Bond by Halogen Bonding
Stefan Huber, Julian Wolf, Florian Huber, Nikita Erochok, Flemming Heinen, Vincent Guérin +2 more
2020· preprint· en· ChemRxiv· Chemistry
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affunlabeled
Porphyrin-Fused Graphene Nanoribbons
Qiang Chen, Alessandro Lodi, Heng Zhang, Alex Gee, Hai Wang, Fanmiao Kong +12 more
2023· preprint· en· ChemRxiv· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affunlabeled
A modular photoredox route towards sulfoximines
Mark Glossbrenner, Sergio González‐Granda, Onkar S. Nayal, Efrey A. Noten, Cole Balintfy, Derek A. Pratt +1 more
2023· preprint· en· ChemRxiv· Chemistry
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
6
citations
fundno affunlabeled
Hybrid Inorganic-Organic Perovskite Glasses
Bikash Kumar Shaw, Ashlea R. Hughes, Maxime Ducamp, David A. Keen, François‐Xavier Coudert, Frédéric Blanc +1 more
2020· preprint· en· ChemRxiv· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
afffundunlabeled
Martini 3 Coarse-Grained Force Field for cholesterol
Luís Borges-Araújo, Ana C. Borges-Araújo, Tuǧba N. Öztürk, Daniel P. Ramirez-Echemendía, Balázs Fábián, Timothy S. Carpenter +8 more
2023· preprint· en· ChemRxiv· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
afffundunlabeled
Closed-Loop Transfer Enables AI to Yield Chemical Knowledge
Nicholas H. Angello, David Friday, Changhyun Hwang, Seungjoo Yi, Austin Cheng, Tiara Torres-Flores +7 more
2023· preprint· en· ChemRxiv· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
6
citations

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