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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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Microbial Community Ecology and Physiology
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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.

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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.

2,667 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.
2,667 works in the cohort · of 4,299,418page 1 of 54

Labels cover 8 of 2,667 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 2,667 of 2,667 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Shotgun metagenomics, from sampling to analysis
2017· review· en· Nature Biotechnology· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
2,155
citations
afffundno abstractunlabeled
Function and functional redundancy in microbial systems
2018· review· en· Nature Ecology & Evolution· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
2,095
citations
afffundno abstractunlabeled
Ecology and exploration of the rare biosphere
2015· review· en· Nature Reviews Microbiology· Environmental Science
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
1,275
citations
affno abstractunlabeled
16S rRNA Gene Analysis with QIIME2
2018· article· en· Methods in molecular biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
629
citations
afffundno abstractunlabeled
Microbial ecology of expanding oxygen minimum zones
2012· review· en· Nature Reviews Microbiology· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
588
citations
affno abstractunlabeled
Tara Oceans: towards global ocean ecosystems biology
2020· review· en· Nature Reviews Microbiology· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity+insufficient_payload
500
citations
afffundunlabeled
Bacterial responses to osmotic challenges
2015· article· en· The Journal of General Physiology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
358
citations

How this was built: Screen · Findings · About