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

362 results · 1 filter active ·
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20072025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
362 works in the cohort · of 4,299,418page 1 of 8

Labels cover 1 of 362 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 362 of 362 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Pyrosequencing enumerates and contrasts soil microbial diversity
Luiz Fernando Würdig Roesch, Roberta R. Fulthorpe, Alberto Riva, George Casella, Alison K.M. Hadwin, Angela D. Kent +4 more
2007· article· en· The ISME Journal· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
1,861
citations
affunlabeled
Shotgun metaproteomics of the human distal gut microbiota
Nathan C. VerBerkmoes, Alison Lawlor Russell, Manesh Shah, Adam Godzik, Magnus Rosenquist, Jonas Halfvarson +5 more
2008· article· en· The ISME Journal· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
542
citations
afffundunlabeled
Microbial ecology of biological invasions
Wim H. van der Putten, John N. Klironomos, David A. Wardle
2007· review· en· The ISME Journal· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
415
citations
afffundunlabeled
High-resolution phylogenetic microbial community profiling
Esther Singer, Brian Bushnell, Devin Coleman‐Derr, Brett Bowman, Robert M. Bowers, Asaf Levy +8 more
2016· article· en· The ISME Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
322
citations
affunlabeled
The geomicrobiology of gold
Frank Reith, Maggy F. Lengke, Donna Falconer, D. Craw, Gordon Southam
2007· review· en· The ISME Journal· Engineering
distilled prediction:candidate · noneconsensus · none
229
citations

How this was built: Screen · Findings · About