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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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Biocrusts and Microbial Ecology
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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
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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

245 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.
245 works in the cohort · of 4,299,418page 1 of 5

Labels cover 0 of 245 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 245 of 245 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.

fundno affunlabeled
Solutes determine the temperature windows for microbial survival and growth
Jason P. Chin, Julianne Megaw, Caroline L. Magill, Krzysztof Nowotarski, Jim Williams, Prashanth Bhaganna +5 more
2010· article· en· Proceedings of the National Academy of Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
156
citations
afffundunlabeled
Cyanobacteria: Model Microorganisms and Beyond
Malihe Mehdizadeh Allaf, Hassan Peerhossaini
2022· review· en· Microorganisms· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
152
citations
affno abstractunlabeled
Symbiogenesis: the hidden face of constantin Merezhkowsky
Jan Sapp, Francisco Carrapiço, Mikhail Zolotonosov
2002· article· en· History & Philosophy of the Life Sciences· Agricultural and Biological Sciences
machine prediction:candidate · stsconsensus · none
94
citations
affunlabeled
Colloid Crystal Growth under Oscillatory Shear
O. Vickreva, O. Kalinina, Eugenia Kumacheva
2000· article· en· Advanced Materials· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
88
citations
affunlabeled
Climatic control of ultraviolet radiation effects on lakes
Peter R. Leavitt, Brian F. Cumming, John P. Smol, Mel A. Reasoner, Reinhard Pienitz, Dominic A. Hodgson
2003· article· en· Limnology and Oceanography· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
76
citations
affunlabeled
The cellular mechanics of an invasive lifestyle
Amir Sanati‐Nezhad, Anja Geitmann
2013· review· en· Journal of Experimental Botany· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
72
citations
afffundunlabeled
The Ubiquitous Soil Terpene Geosmin Acts as a Warning Chemical
Liana Zaroubi, Imge Ozugergin, Karina Mastronardi, Anic Imfeld, Chris Law, Yves Gélinas +1 more
2022· article· en· Applied and Environmental Microbiology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
51
citations

How this was built: Screen · Findings · About