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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 Reviews Earth & Environment
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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.

77 results · 1 filter active ·
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20202025
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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.
77 works in the cohort · of 4,299,418page 2 of 2

Labels cover 0 of 77 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 77 of 77 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Wildfires in 2024
Crystal A. Kolden, John T. Abatzoglou, Matthew W. Jones, Piyush Jain
2025· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
20
citations
affno abstractunlabeled
Seasonal CO2 amplitude in northern high latitudes
Zhihua Liu, Brendan M. Rogers, G. Keppel‐Aleks, Manuel Helbig, Ashley P. Ballantyne, John S. Kimball +32 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
19
citations
affno abstractunlabeled
Climate change impacts on roadways
Jo E. Sias, Eshan Dave, B. Shane Underwood, Benjamin F. Bowers, John Harvey, Theunis F. P. Henning +8 more
2025· article· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
11
citations
affno abstractunlabeled
Guiding sustainable transformations in food systems
Asim Biswas, Isabel Maddocks, Tirtha Dhar, Laurette Dubé, Animesh Dutta, Byomkesh Talukder +1 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
8
citations
affno abstractunlabeled
Weather and climate extremes in a changing Arctic
Xiangdong Zhang, Timo Vihma, Annette Rinke, G. W. K. Moore, Han Tang, Cecilia Äijälä +30 more
2025· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affno abstractunlabeled
Break barriers in soil data stewardship by rewarding data generators
Tegbaru B. Gobezie, Asim Biswas
2023· review· en· Nature Reviews Earth & Environment· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · scholarly_communication+open_science
5
citations
affno abstractunlabeled
Re-conceptualizing the IPCC’s ‘burning embers’
James D. Ford, Santiago Clerici, Dylan G. Clark, Robbert Biesbroek, Sherilee L. Harper
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Publisher Correction: The history of Earth’s sulfur cycle
Mojtaba Fakhraee, Peter W. Crockford, Kohen W. Bauer, Virgil Pasquier, Ichiko Sugiyama, Sergei Katsev +7 more
2025· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
Publisher Correction: Sustainable wastewater reuse for agriculture
Anastasis Christou, Vasiliki G. Beretsou, Iakovos C. Iakovides, Popi Karaolia, Costas Michael, Tarik Benmarhnia +10 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
Earth’s past and present mantle oxygen fugacity
Elizabeth Cottrell, Dante Canil, C. H. Langmuir, Katy Evans, Fabrice Gaillard
2025· article· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affunlabeled
Glacier biogeochemical cycling and downstream impacts
Jon Hawkings, James A. Bradley, Eva L. Doting, Noor Hassan, Katharine Hendry, Amy D. Holt +7 more
2025· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affno abstractunlabeled
Microbial solutions must be deployed against climate catastrophe
Raquel S. Peixoto, Christian R. Voolstra, Lisa Y. Stein, Philip Hugenholtz, Joana Falcão Salles, Shady A. Amin +12 more
2024· review· en· Nature Reviews Earth & Environment· Energy
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity
2
citations
affno abstractunlabeled
Author Correction: Wind-wave climate changes and their impacts
Mercè Casas‐Prat, Mark Hemer, Guillaume Dodet, Joao Morim, Xiaolan L. Wang, Nobuhito Mori +6 more
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Author Correction: Monitoring, trends and impacts of light pollution
Hector Linares, Ángela Abascal, Tobias Degen, Martin Aubé, B. R. Espey, G. Gyuk +7 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Mapping deep-sea habitats with machine learning models
Emmeline Broad
2025· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Persistent inequities in global lake science
Qingsong Jiang, Yanxin Sun, Erik Jeppesen, John P. Smol, Donald Scavia, Robert E. Hecky +9 more
2025· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Multiscale incubations to investigate microalgal dynamics
Simon P. H. Jaffrès
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Author Correction: Lake ice quality in a warming world
Joshua Culpepper, Ellinor Jakobsson, Gesa A. Weyhenmeyer, Stephanie E. Hampton, Ulrike Obertegger, Kirill Shchapov +2 more
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Shipboard microcosms help explore changing ocean dynamics
Laurence Bisson
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
0
citations
affno abstractunlabeled
Author Correction: The role of biota in the Southern Ocean carbon cycle
Philip W. Boyd, Kevin R. Arrigo, Mathieu Ardyna, Svenja Halfter, Luis A. Hückstädt, Angela M. Kuhn +6 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations

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