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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 1 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. 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.

afffundno abstractunlabeled
Global lake responses to climate change
R. Iestyn Woolway, Benjamin M. Kraemer, John D. Lenters, Christopher J. Merchant, Catherine M. O’Reilly, Sapna Sharma
2020· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1,420
citations
affno abstractunlabeled
Vegetation fires in the Anthropocene
David M. J. S. Bowman, Crystal A. Kolden, John T. Abatzoglou, Fay H. Johnston, Guido R. van der Werf, Mike Flannigan
2020· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1,050
citations
affno abstractunlabeled
Anthropogenic intensification of short-duration rainfall extremes
Hayley J. Fowler, Geert Lenderink, Andreas F. Prein, Seth Westra, Richard P. Allan, Nikolina Ban +13 more
2021· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
843
citations
affno abstractunlabeled
The changing thermal state of permafrost
Sharon L. Smith, H B O'Neill, Ketil Isaksen, Jeannette Noetzli, V. E. Romanovsky
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
615
citations
affno abstractunlabeled
Impacts of permafrost degradation on infrastructure
Jan Hjort, D. A. Streletskiy, Guy Doré, Qingbai Wu, Kevin Bjella, Miska Luoto
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
589
citations
affunlabeled
Plastic pollution in the Arctic
Melanie Bergmann, France Collard, Joan Fabrés, Geir Wing Gabrielsen, Jennifer F. Provencher, Chelsea M. Rochman +2 more
2022· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
584
citations
affunlabeled
Keeping pace with marine heatwaves
Neil J. Holbrook, Alex Sen Gupta, Eric C. J. Oliver, Alistair J. Hobday, Jessica A. Benthuysen, Hillary A. Scannell +2 more
2020· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
450
citations
affno abstractunlabeled
A planetary boundary for green water
Lan Wang‐Erlandsson, Arne Tobian, Ruud van der Ent, Ingo Fetzer, Sofie te Wierik, Miina Porkka +12 more
2022· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
346
citations
affno abstractunlabeled
Carbon and nitrogen cycling on the Qinghai–Tibetan Plateau
Huai Chen, Peijun Ju, Qiuan Zhu, Xingliang Xu, Ning Wu, Yongheng Gao +6 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
319
citations
affno abstractunlabeled
Warming-driven erosion and sediment transport in cold regions
Ting Zhang, Dongfeng Li, Amy E. East, Desmond E. Walling, Stuart N. Lane, Irina Overeem +3 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
223
citations
affno abstractunlabeled
Drivers, dynamics and impacts of changing Arctic coasts
Anna Irrgang, Mette Bendixen, Louise Farquharson, Alisa Baranskaya, Li Erikson, Ann E. Gibbs +5 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
219
citations
affunlabeled
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
machine prediction:candidate · noneconsensus · none
191
citations
affno abstractunlabeled
Nitrous oxide emissions from permafrost-affected soils
Carolina Voigt, Maija E. Marushchak, Benjamin W. Abbott, Christina Biasi, Bo Elberling, Steven D. Siciliano +4 more
2020· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
181
citations
afffundno abstractunlabeled
Subglacial lakes and their changing role in a warming climate
Stephen J. Livingstone, Yan Li, A. Rutishauser, Rebecca J. Sanderson, Kate Winter, Jill A. Mikucki +11 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
179
citations
affno abstractunlabeled
Arctic mercury cycling
Ashu Dastoor, Hélène Angot, Johannes Bieser, Jesper Heile Christensen, Thomas A. Douglas, Lars‐Éric Heimbürger‐Boavida +14 more
2022· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
150
citations
affno abstractunlabeled
Lake and drained lake basin systems in lowland permafrost regions
Benjamin Jones, Guido Grosse, Louise Farquharson, Pascale Roy‐Léveillée, Alexandra Veremeeva, Mikhail Kanevskiy +5 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
126
citations
affno abstractunlabeled
Characteristics and changes of glacial lakes and outburst floods
Guoqing Zhang, Jonathan L. Carrivick, Adam Emmer, Dan H. Shugar, Georg Veh, Xue Wang +7 more
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
109
citations
affno abstractunlabeled
The metamorphic and magmatic record of collisional orogens
Owen Weller, Catherine Mottram, M R St-Onge, Charlotte Möller, Rob Strachan, Toby Rivers +1 more
2021· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
82
citations
affno abstractunlabeled
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
machine prediction:candidate · noneconsensus · none
72
citations
affno abstractunlabeled
Wildfires in 2023
Crystal A. Kolden, John T. Abatzoglou, Matthew W. Jones, Piyush Jain
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
69
citations
affno abstractunlabeled
Giant tsunami monitoring, early warning and hazard assessment
Nobuhito Mori, Kenji Satake, Daniel T. Cox, Katsuichiro Goda, Patricio A. Catalán, Tung‐Cheng Ho +7 more
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
64
citations
affno abstractunlabeled
Genesis and evolution of kimberlites
Andrea Giuliani, Max W. Schmidt, Trond H. Torsvik, Yana Fedortchouk
2023· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
64
citations
afffundno abstractunlabeled
Earth’s mantle composition revealed by mantle plumes
Dominique Weis, K. S. Harpp, Lauren N. Harrison, Maud Boyet, Catherine Chauvel, C. G. Farnetani +5 more
2023· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
59
citations
affno abstractunlabeled
Non-perennial segments in river networks
Thibault Datry, Andrew J. Boulton, Ken M. Fritz, Rachel Stubbington, Núria Cid, Julie Crabot +1 more
2023· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
58
citations
afffundno abstractunlabeled
Natural hydrogen resource accumulation in the continental crust
C. J. Ballentine, Rūta Karolytė, Anran Cheng, Barbara Sherwood Lollar, Jon Gluyas, M. C. Daly
2025· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
56
citations
affno abstractunlabeled
Concepts and evolution of urban hydrology
Tim D. Fletcher, Matthew J. Burns, Kathryn Russell, Perrine Hamel, Sophie Duchesne, Frédéric Cherqui +1 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
55
citations
afffundno abstractunlabeled
The history of Earth’s sulfur cycle
Mojtaba Fakhraee, Peter W. Crockford, Kohen W. Bauer, Virgil Pasquier, Ichiko Sugiyama, Sergei Katsev +7 more
2024· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
49
citations
affno abstractunlabeled
Patterns, dynamics and drivers of alpine treelines and shrublines
Xiaoming Lu, Xiangyu Zheng, Eryuan Liang, Shilong Piao, Flurin Babst, Grant P. Elliott +12 more
2025· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affno abstractunlabeled
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· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
37
citations
affno abstractunlabeled
The land–ocean Arctic carbon cycle
Jorien E. Vonk, Michael Fritz, Niek Jesse Speetjens, Marcel Babin, Annett Bartsch, Luana S. Basso +15 more
2025· review· en· Nature Reviews Earth & Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
34
citations
affno abstractunlabeled
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
machine prediction:candidate · noneconsensus · none
29
citations
affno abstractunlabeled
Elevation-dependent climate change in mountain environments
N. C. Pepin, M. E. Apple, John F. Knowles, Silvia Terzago, Enrico Arnone, Lorenz Hänchen +13 more
2025· article· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
21
citations

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