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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 Geoscience
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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.

337 results · 1 filter active ·
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20072025
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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.
337 works in the cohort · of 4,299,418page 3 of 7

Labels cover 1 of 337 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 337 of 337 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.

affno abstractunlabeled
Wedge approach to water stress
Yoshihide Wada, Tom Gleeson, Laurent Esnault
2014· article· en· Nature Geoscience· Environmental Science
machine prediction:candidate · noneconsensus · none
173
citations
afffundno abstractunlabeled
Survival of mussels in extremely acidic waters on a submarine volcano
Verena Tunnicliffe, Kimberley T. A. Davies, D. A. Butterfield, R. W. Embley, Jonathan M. Rose, William W. Chadwick
2009· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
166
citations
affno abstractunlabeled
Self-subduction of the Pangaean global plate
Gabriel Gutiérrez‐Alonso, Javier Fernández‐Suárez, Arlo Brandon Weil, J. Brendan Murphy, R. Damian Nance, Fernando Corfú +1 more
2008· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
164
citations
affno abstractunlabeled
High levels of molecular chlorine in the Arctic atmosphere
J. Liao, L. G. Huey, Zhen Liu, David J. Tanner, C. A. Cantrell, John J. Orlando +18 more
2014· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
153
citations
affno abstractunlabeled
Dutch coasts in transition
P. Kabat, L.O. Fresco, M.J.F. Stive, Cees Veerman, Jos S. L. J. van Alphen, Bart W. A. H. Parmet +2 more
2009· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
148
citations
affno abstractunlabeled
Siberian carbon sink reduced by forest disturbances
Lei Fan, Jean‐Pierre Wigneron, Philippe Ciais, Jérôme Chave, Martin Brandt, Stephen Sitch +19 more
2022· article· en· Nature Geoscience· Environmental Science
machine prediction:candidate · noneconsensus · none
138
citations
affno abstractunlabeled
Tropical tree growth driven by dry-season climate variability
Pieter A. Zuidema, Flurin Babst, Peter Groenendijk, Valérie Trouet, Abrham Abiyu, Rodolfo Acuña-Soto +94 more
2022· article· en· Nature Geoscience· Environmental Science
machine prediction:candidate · noneconsensus · none
134
citations
affno abstractunlabeled
Isotopic evidence for oxygenated Mesoarchaean shallow oceans
Benjamin Eickmann, Axel Hofmann, Martin Wille, Thi Hao Bui, Boswell A. Wing, Ronny Schoenberg
2018· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
121
citations
affno abstractunlabeled
Continental crust generated in oceanic arcs
Esteban Gazel, J. L. Hayes, Kaj Hoernle, P. B. Kelemen, E. T. Everson, W. Steven Holbrook +7 more
2015· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
120
citations
affunlabeled
Carbon export from seaweed forests to deep ocean sinks
Karen Filbee‐Dexter, Albert Pessarrodona, Morten Foldager Pedersen, Thomas Wernberg, Carlos M. Duarte, Jorge Assis +15 more
2024· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
114
citations
afffundunlabeled
Global groundwater warming due to climate change
Susanne A. Benz, Dylan J. Irvine, Gabriel C. Rau, Peter Bayer, Kathrin Menberg, Philipp Blum +3 more
2024· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
112
citations
affno abstractunlabeled
Save northern high-latitude catchments
Hjalmar Laudon, Christopher Spence, Jim Buttle, Sean K. Carey, Jeffrey J. McDonnell, J. P. McNamara +2 more
2017· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
107
citations
affno abstractunlabeled
A black-carbon mitigation wedge
Andrew P. Grieshop, Conor C. O. Reynolds, Milind Kandlikar, Hadi Dowlatabadi
2009· article· en· Nature Geoscience· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
107
citations
affno abstractunlabeled
Mud in rivers transported as flocculated and suspended bed material
Michael P. Lamb, Jan de Leeuw, Woodward W. Fischer, Andrew J. Moodie, Jeremy G. Venditti, Jeffrey A. Nittrouer +2 more
2020· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
107
citations
affno abstractunlabeled
Open code for open science?
Steve Easterbrook
2014· article· en· Nature Geoscience· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
105
citations

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