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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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Coastal wetland ecosystem dynamics
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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.

affaffiliation
fundfunder
venuejournal
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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.

1,192 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.
1,192 works in the cohort · of 4,299,418page 1 of 24

Labels cover 0 of 1,192 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 1,192 of 1,192 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Extensive global wetland loss over the past three centuries
Etienne Fluet‐Chouinard, Benjamin D. Stocker, Zhen Zhang, Avni Malhotra, Joe R. Melton, Benjamin Poulter +15 more
2023· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
845
citations
affno abstractunlabeled
Habitat complexity: approaches and future directions
Katya E. Kovalenko, Sidinei Magela Thomaz, Danielle M. Warfe
2011· article· en· Hydrobiologia· Environmental Science
distilled prediction:candidate · noneconsensus · none
608
citations
aboutno affunlabeled
A global map of saltmarshes
Chris McOwen, Lauren V. Weatherdon, Jan-Willem Van Bochove, Emma Sullivan, S.C. Blyth, Christoph Zöckler +5 more
2017· article· en· Biodiversity Data Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
502
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
distilled prediction:candidate · noneconsensus · none
458
citations
affno abstractunlabeled
Flow and Sediment Transport on a Tidal Salt Marsh Surface
Torben Trier Christiansen, Patricia L. Wiberg, Timothy G. Milligan
2000· article· en· Estuarine Coastal and Shelf Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
432
citations
affunlabeled
Rethinking what constitutes suspended sediment
Ian G. Droppo
2001· article· en· Hydrological Processes· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
403
citations
affunlabeled
A global map of mangrove forest soil carbon at 30 m spatial resolution
Jonathan Sanderman, Tomislav Hengl, Greg Fiske, Kylen Solvik, María Fernanda Adame, Lisa Benson +18 more
2018· article· en· Environmental Research Letters· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
380
citations
affunlabeled
Wetlands: conservation's poor cousins
Richard T. Kingsford, Alberto Basset, Leland J. Jackson
2016· article· en· Aquatic Conservation Marine and Freshwater Ecosystems· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
357
citations
afffundunlabeled
Anthropogenic, Direct Pressures on Coastal Wetlands
Alice Newton, John Icely, Sónia Cristina, Gerardo M. E. Perillo, R. Eugene Turner, Dewan Ashan +17 more
2020· article· en· Frontiers in Ecology and Evolution· Environmental Science
distilled prediction:candidate · noneconsensus · none
312
citations
venueno affunlabeled
10.1016/0967-0653(95)94262-o
R. D. DeLaune, John A. Nyman, W. H. Patrick
2000· article· en· Time to knit· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
264
citations
fundno affunlabeled
Mangroves give cause for conservation optimism, for now
Daniel A. Friess, Erik S. Yando, Guilherme M.O. Abuchahla, Janine B. Adams, Stefano Cannicci, Steven W. J. Canty +16 more
2020· letter· en· Current Biology· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
235
citations
afffundaboutunlabeled
Assessing Coastal Squeeze of Tidal Wetlands
Dante Torio, Gail L. Chmura
2013· article· en· Journal of Coastal Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
181
citations
affunlabeled
Global kelp forest restoration: past lessons, present status, and future directions
Aaron M. Eger, Ezequiel M. Marzinelli, Hartvig Christie, Camilla W. Fagerli, Daisuke Fujita, Alejandra P. Gonzalez +8 more
2022· review· en· Biological reviews/Biological reviews of the Cambridge Philosophical Society· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow
178
citations
affno abstractunlabeled
Plants in aquatic ecosystems: current trends and future directions
Matthew T. O’Hare, Francisca C. Aguiar, Takashi Asaeda, Elisabeth S. Bakker, Patricia A. Chambers, John S. Clayton +13 more
2017· article· en· Hydrobiologia· Environmental Science
distilled prediction:candidate · noneconsensus · none
166
citations
fundno affunlabeled
Mangrove forests under climate change in a 2°C world
Daniel A. Friess, María Fernanda Adame, Janine B. Adams, Catherine E. Lovelock
2022· article· en· Wiley Interdisciplinary Reviews Climate Change· Environmental Science
distilled prediction:candidate · metaepi_narrow+open_science+insufficient_payloadconsensus · insufficient_payload
143
citations

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