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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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Nature Biotechnology
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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.

482 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.
482 works in the cohort · of 4,299,418page 1 of 10

Labels cover 2 of 482 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 482 of 482 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2
Evan Bolyen, Jai Ram Rideout, Matthew R. Dillon, Nicholas A. Bokulich, Christian C. Abnet, Gabriel A. Al‐Ghalith +105 more
2019· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
24,006
citations
affno abstractunlabeled
PICRUSt2 for prediction of metagenome functions
Gavin M. Douglas, Vincent J. Maffei, Jesse Zaneveld, Svetlana N. Yurgel, James R. Brown, Christopher M. Taylor +2 more
2020· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
6,537
citations
affno abstractunlabeled
The potential and challenges of nanopore sequencing
Daniel Branton, David W. Deamer, Andre Marziali, Hagan Bayley, Steven A. Benner, Thomas Bütler +19 more
2008· review· en· Nature Biotechnology· Engineering
distilled prediction:candidate · research_integrityconsensus · none
2,533
citations
afffundno abstractunlabeled
Shotgun metagenomics, from sampling to analysis
Christopher Quince, Alan W. Walker, Jared T. Simpson, Nicholas J. Loman, Nicola Segata
2017· review· en· Nature Biotechnology· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
2,155
citations
affno abstractunlabeled
The NIH Roadmap Epigenomics Mapping Consortium
B Bernstein, J Stamatoyannopoulos, J Costello, Bing Ren, Aleksandar Milosavljevic, Alexander Meissner +9 more
2010· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
2,046
citations
affno abstractunlabeled
Rational design of cationic lipids for siRNA delivery
Sean C. Semple, Akin Akinc, Jianxin Chen, Ammen P. Sandhu, Barbara L. Mui, Connie K Cho +35 more
2010· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
1,779
citations
affno abstractunlabeled
Deep learning enables rapid identification of potent DDR1 kinase inhibitors
Alex Zhavoronkov, Yan A. Ivanenkov, Alex Aliper, Mark S. Veselov, Vladimir Aladinskiy, Anastasiya V. Aladinskaya +16 more
2019· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1,493
citations
affno abstractunlabeled
Oncolytic virotherapy
Stephen J. Russell, Kah-Whye Peng, John C. Bell
2012· review· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
1,407
citations
affno abstractunlabeled
Multiplexed droplet single-cell RNA-sequencing using natural genetic variation
Hyun Min Kang, Meena Subramaniam, Sasha Targ, Michelle Nguyen, Lenka Maliskova, Elizabeth McCarthy +10 more
2017· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1,274
citations
affno abstractunlabeled
Visualizing structure and transitions in high-dimensional biological data
Kevin R. Moon, David van Dijk, Zheng Wang, Scott Gigante, Daniel B. Burkhardt, William S. Chen +7 more
2019· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
1,157
citations
affno abstractunlabeled
Integrative analysis of multimodal mass spectrometry data in MZmine 3
Robin Schmid, Steffen Heuckeroth, Ansgar Korf, Aleksandr Smirnov, Owen D. Myers, Thomas Sparholt Dyrlund +36 more
2023· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
1,136
citations
afffundunlabeled
A genomic catalog of Earth’s microbiomes
Stephen Nayfach, Simon Roux, R. Seshadri, Daniel Udwary, Neha Varghese, Frederik Schulz +260 more
2020· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
973
citations
affno abstractunlabeled
The Systems Biology Graphical Notation
Nicolas Le Novère, Michael Hucka, Huaiyu Mi, Stuart Moodie, Falk Schreiber, Anatoly Sorokin +32 more
2009· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
947
citations
affno abstractunlabeled
Prime genome editing in rice and wheat
Qiupeng Lin, Yuan Zong, Chenxiao Xue, Shengxing Wang, Shuai Jin, Zixu Zhu +6 more
2020· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
869
citations
affunlabeled
Minimum Information about an Uncultivated Virus Genome (MIUViG)
Simon Roux, Evelien M. Adriaenssens, Bas E. Dutilh, Eugene V. Koonin, Andrew M. Kropinski, Mart Krupovìč +55 more
2018· article· en· Nature Biotechnology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
790
citations
afffundno abstractunlabeled
The BioPAX community standard for pathway data sharing
Emek Demir, Michael P. Cary, Suzanne Paley, Ken Fukuda, Christian Lemer, Imre Västrik +83 more
2010· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
756
citations
affno abstractunlabeled
The International Cancer Genome Consortium Data Portal
Junjun Zhang, Rosita Bajari, Dusan Andric, Francois Gerthoffert, Alexandru Lepsa, Hardeep K. Nahal-Bose +2 more
2019· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · research_integrity
674
citations
affno abstractunlabeled
Deep learning in biomedicine
Michael Wainberg, Daniele Merico, Andrew Delong, Brendan J. Frey
2018· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
604
citations

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