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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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Climate variability and models
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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.

4,512 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.
4,512 works in the cohort · of 4,299,418page 3 of 91

Labels cover 5 of 4,512 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 4,512 of 4,512 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
Detection and attribution of climate change: a regional perspective
Peter A. Stott, Nathan P. Gillett, Gabriele C. Hegerl, David J. Karoly, Dáithí A. Stone, Xuebin Zhang +1 more
2010· article· en· Wiley Interdisciplinary Reviews Climate Change· Environmental Science
machine prediction:candidate · noneconsensus · none
350
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
affunlabeled
Challenges in Quantifying Changes in the Global Water Cycle
Gabriele C. Hegerl, Emily Black, Richard P. Allan, William Ingram, Debbie Polson, Kevin E. Trenberth +21 more
2014· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
326
citations
affunlabeled
The Ocean Reanalyses Intercomparison Project (ORA-IP)
Magdalena Balmaseda, Fabrice Hernández, Andrea Storto, Matthew D. Palmer, Oscar Alves, Li Shi +42 more
2015· article· en· Journal of Operational Oceanography· Environmental Science
machine prediction:candidate · noneconsensus · none
310
citations
affunlabeled
Current and Emerging Developments in Subseasonal to Decadal Prediction
William J. Merryfield, Johanna Baehr, Lauriane Batté, Emily Becker, Amy H. Butler, Caio A. S. Coelho +60 more
2020· article· en· Bulletin of the American Meteorological Society· Environmental Science
machine prediction:candidate · noneconsensus · none
309
citations
affunlabeled
Robust skill of decadal climate predictions
Doug Smith, Rosie Eade, Adam A. Scaife, Louis‐Philippe Caron, Gökhan Danabasoglu, Timothy DelSole +12 more
2019· article· en· npj Climate and Atmospheric Science· Environmental Science
machine prediction:candidate · noneconsensus · none
306
citations
aboutno affunlabeled
Global changes in extreme daily temperature since 1950
Simon J. Brown, John Caesar, Christopher A. T. Ferro
2008· article· en· Journal of Geophysical Research Atmospheres· Environmental Science
machine prediction:candidate · noneconsensus · none
306
citations
affno abstractunlabeled
Overestimated global warming over the past 20 years
John C. Fyfe, Nathan P. Gillett, Francis W. Zwiers
2013· article· en· Nature Climate Change· Environmental Science
machine prediction:candidate · noneconsensus · none
304
citations

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