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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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Bulletin of the American Meteorological Society
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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
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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.

334 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.
334 works in the cohort · of 4,299,418page 3 of 7

Labels cover 0 of 334 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 334 of 334 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
The Future of Sea Ice Modeling: Where Do We Go from Here?
Ed Blockley, Martin Vancoppenolle, Elizabeth Hunke, Cecilia M. Bitz, D. L. Feltham, Jean‐François Lemieux +18 more
2020· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
65
citations
affunlabeled
The Setup of the MesoVICT Project
Manfred Dorninger, Eric Gilleland, Barbara Casati, Marion Mittermaier, Elizabeth E. Ebert, Barbara G. Brown +1 more
2018· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
62
citations
afffundunlabeled
How Well Are We Measuring Snow Post-SPICE?
John Kochendorfer, Michael E. Earle, Roy Rasmussen, Craig D. Smith, Daqing Yang, Samuel Morin +13 more
2021· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · metaresearchconsensus · none
58
citations
aboutno affunlabeled
BEGINNING A NEW ERA OF DROUGHT MONITORING ACROSS NORTH AMERICA
J. H. Lawrimore, Richard R. Heim, Mark Svoboda, Val R. Swail, Phil J. Englehart
2002· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
58
citations
fundno affunlabeled
Explaining Extreme Events of 2018 from a Climate Perspective
Stephanie C. Herring, Nikolaos Christidis, Andrew Hoell, Martin P. Hoerling, Peter A. Stott
2020· article· en· Bulletin of the American Meteorological Society· Social Sciences
machine prediction:candidate · noneconsensus · none
55
citations
affunlabeled
WiFEX: Walk into the Warm Fog over Indo-Gangetic Plain Region
Sachin D. Ghude, R. K. Jenamani, Rachana Kulkarni, Sandeep Wagh, Narendra G. Dhangar, Avinash N. Parde +26 more
2023· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
51
citations
affunlabeled
Towards Useful Decadal Climate Services
Nick Dunstone, Julia F. Lockwood, Balakrishnan Solaraju-Murali, Katja Reinhardt, Eirini Tsartsali, Panos Athanasiadis +16 more
2022· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
50
citations
affunlabeled
The History and Practice of AI in the Environmental Sciences
Sue Ellen Haupt, David John Gagne, William W. Hsieh, Vladimir M. Krasnopolsky, Amy McGovern, Caren Marzban +4 more
2021· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · stsconsensus · none
50
citations
affunlabeled
Nocturnal Convection Initiation during PECAN 2015
Tammy M. Weckwerth, John Hanesiak, James W. Wilson, Stanley B. Trier, Samuel K. Degelia, William A. Gallus +2 more
2019· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
48
citations
affaboutunlabeled
OSIRIS: A Decade of Scattered Light
C. A. McLinden, Adam Bourassa, S. Brohede, Matthew Cooper, D. A. Degenstein, W. Evans +15 more
2012· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
46
citations
affunlabeled
THORPEX Research and the Science of Prediction
David B. Parsons, Michel Béland, D. M. Burridge, Philippe Bougeault, Gilbert Brunet, Jim Caughey +28 more
2016· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
44
citations
affunlabeled
REFRACTT 2006
Rita D. Roberts, Frédéric Fabry, Patrick C. Kennedy, Eric D. Nelson, James W. Wilson, Nancy Rehak +11 more
2008· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Advancing Research for Seamless Earth System Prediction
Paolo Ruti, Oksana Tarasova, Julia Keller, Greg Carmichael, Øystein Hov, Sarah Jones +34 more
2019· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Addressing the Complexity of the Earth System
Carlos A. Nobre, Guy Brasseur, Melvyn A. Shapiro, Myanna Lahsen, Gilbert Brunet, Antonio J. Busalacchi +4 more
2010· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Advancing Weather and Climate Forecasting for Our Changing World
Gilbert Brunet, David B. Parsons, Д. А. Иванов, Bo-Ram Lee, Péter Bauer, Natacha B. Bernier +22 more
2022· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
The Arctic
Richard Thoman, Matthew L. Druckenmiller, Twila Moon, Liss M. Andreassen, Emily H. Baker, Thomas J. Ballinger +93 more
2022· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
38
citations
afffundunlabeled
IMPROVING FORECAST COMMUNICATION
Karen Pennesi
2007· article· en· Bulletin of the American Meteorological Society· Social Sciences
machine prediction:candidate · noneconsensus · none
38
citations
aboutno affunlabeled
Climate Assessment for 2000
J. H. Lawrimore, Michael S. Halpert, Gerald D. Bell, Matthew J. Menne, Bradfield Lyon, R. C. Schnell +7 more
2001· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
36
citations
affunlabeled
The First 30 Years of GEWEX
Graeme L. Stephens, Jan Polcher‬, Xubin Zeng, P.J. van Oevelen, Germán Poveda, Michael G. Bosilovich +19 more
2022· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
34
citations
afffundaboutno abstractunlabeled
The 2015 Extreme Drought in Western Canada
Kit K. Szeto, Xuebin Zhang, Robert E. White, Julian Brimelow
2016· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
34
citations
affunlabeled
FROST-2014: The Sochi Winter Olympics International Project
D. B. Kiktev, Paul Joe, George A. Isaac, A. Montani, Inger‐Lise Frogner, Pertti Nurmi +15 more
2017· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
Global Climate
Robert Dunn, J. B. Miller, Kate M. Willett, Nadine Gobron, Melanie Ades, Robert F. Adler +226 more
2023· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
The Iceland Greenland Seas Project
Ian A. Renfrew, Robert S. Pickart, Kjetil Våge, G. W. K. Moore, Thomas J. Bracegirdle, Andrew D. Elvidge +60 more
2019· article· en· Bulletin of the American Meteorological Society· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
32
citations

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