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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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Proceedings of the National Academy of Sciences
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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.

6,318 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.
6,318 works in the cohort · of 4,299,418page 8 of 127

Labels cover 9 of 6,318 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 6,318 of 6,318 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
Energy and material flows of megacities
Christopher Kennedy, Iain D. Stewart, Angelo Facchini, Igor Cersosimo, Renata Mele, Bin Chen +22 more
2015· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
460
citations
affunlabeled
Salting our freshwater lakes
Hilary A. Dugan, Sarah L. Bartlett, S. Burke, Jonathan P. Doubek, Flora E. Krivak-Tetley, Nicholas K. Skaff +9 more
2017· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
460
citations
affunlabeled
Engineering asymmetric vesicles
Sophie Pautot, Barbara J. Frisken, David A. Weitz
2003· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
460
citations
afffundunlabeled
Do geographically isolated wetlands influence landscape functions?
Matthew J. Cohen, Irena F. Creed, Laurie C. Alexander, N. B. Basu, Aram J. K. Calhoun, Christopher Craft +18 more
2016· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
458
citations
affunlabeled
Singlet fission in pentacene dimers
Johannes Zirzlmeier, Dan Lehnherr, Pedro B. Coto, Erin T. Chernick, Rubén Casillas, Bettina S. Basel +3 more
2015· article· en· Proceedings of the National Academy of Sciences· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
456
citations
affunlabeled
Ontogeny of prosocial behavior across diverse societies
Bailey R. House, Joan B. Silk, Joseph Henrich, H. Clark Barrett, Brooke A. Scelza, Adam H. Boyette +3 more
2013· article· en· Proceedings of the National Academy of Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
455
citations
affunlabeled
Critical fluctuations in domain-forming lipid mixtures
Sarah L. Veatch, Olivier Soubias, Sarah L. Keller, Klaus Gawrisch
2007· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
452
citations
affunlabeled
Wildfire responses to abrupt climate change in North America
Jennifer R. Marlon, Patrick J. Bartlein, M. K. Walsh, Sandy P. Harrison, Kendrick J. Brown, Mary E. Edwards +17 more
2009· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
446
citations
fundno affunlabeled
Neocortical neurogenesis in humans is restricted to development
Ratan D. Bhardwaj, Maurice A. Curtis, Kirsty L. Spalding, Bruce A. Buchholz, David Fink, Thomas Björk‐Eriksson +5 more
2006· article· en· Proceedings of the National Academy of Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
446
citations
affunlabeled
Dopamine modulates the reward experiences elicited by music
Laura Ferreri, Ernest Mas‐Herrero, Robert J. Zatorre, Pablo Ripollés, Alba Gómez-Andrés, Helena Alicart +6 more
2019· article· en· Proceedings of the National Academy of Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
443
citations
afffundunlabeled
High-throughput microfluidic single-cell RT-qPCR
Adam K. White, Michael VanInsberghe, Oleh I. Petriv, Mani Hamidi, Darek Sikorski, Marco A. Marra +3 more
2011· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
441
citations
afffundunlabeled
Inferring individual rules from collective behavior
Ryan Lukeman, Yuexian Li, Leah Edelstein‐Keshet
2010· article· en· Proceedings of the National Academy of Sciences· Engineering
machine prediction:candidate · noneconsensus · none
441
citations
affunlabeled
Spontaneous neural activity during human slow wave sleep
Thien Thanh Dang‐Vu, Manuel Schabus, Martin Desseilles, Geneviève Albouy, Mélanie Boly, Annabelle Darsaud +11 more
2008· article· en· Proceedings of the National Academy of Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
440
citations
affunlabeled
Cold season emissions dominate the Arctic tundra methane budget
Donatella Zona, Beniamino Gioli, R. Commane, Jakob Lindaas, Steven C. Wofsy, Charles E. Miller +13 more
2015· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
434
citations
affunlabeled
Model-based analysis of tiling-arrays for ChIP-chip
W. Evan Johnson, Wei Li, Clifford A. Meyer, Raphaël Gottardo, Jason S. Carroll, Myles Brown +1 more
2006· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
430
citations

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