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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 9 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.

aboutno affno abstractunlabeled
A third quarter improvement for biotech hiring
Michael Francisco
2009· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affno abstractunlabeled
Complex binding sites made to order
Jamie K. Scott, Ralph Pantophlet, Lisa Craig
2012· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affno abstractunlabeled
Second-quarter biotech job picture
Michael Francisco
2018· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Fourth quarter lag in biotech hiring
Michael Francisco
2010· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affno abstractunlabeled
An optimized toolkit for prime editing
Ryan M. Marks, Ori Scott, Evgueni A. Ivakine, Ronald D. Cohn
2024· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affno abstractunlabeled
First-quarter biotech job picture
Michael Francisco
2016· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · none
1
citations
aboutno affno abstractunlabeled
Second quarter biotech job picture
Michael Francisco
2010· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2012· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2013· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2010· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2011· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affno abstractunlabeled
Privatizing biomedical research—a 'third way'
Ron A. Bouchard, Trudo Lemmens
2008· article· en· Nature Biotechnology· Decision Sciences
distilled prediction:candidate · metaresearch+sts+research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2014· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2014· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2012· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affno abstractunlabeled
Lengthy delays in H5N1 genome submissions to GISAID
Sarah P. Otto, Sean V. Edgerton
2025· letter· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2016· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · none
1
citations
aboutno affno abstractunlabeled
Second-quarter biotech job picture
Michael Francisco
2014· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
First-quarter biotech job picture
Michael Francisco
2012· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affaboutunlabeled
Publisher Correction: Federated discovery and sharing of genomic data using Beacons
Marc Fiume, Miroslav Cupák, Stephen Keenan, Jordi Rambla, Sabela de la Torre, Stephanie O. M. Dyke +20 more
2019· erratum· en· Nature Biotechnology· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+open_science+research_integrityconsensus · open_science+research_integrity
1
citations
aboutno affno abstractunlabeled
First-quarter biotech job picture
Michael Francisco
2021· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2019· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
aboutno affno abstractunlabeled
Second-quarter biotech job picture
Michael Francisco
2013· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
1
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2015· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
1
citations
affno abstractunlabeled
Biotech in decline in Q3
Stacy Lawrence
2004· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2017· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2019· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
fundno affno abstractunlabeled
More sizzle than fizzle
Kevin Lee
2010· letter· en· Nature Biotechnology· Neuroscience
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
0
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2023· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
affno abstractunlabeled
Reply to Patenting pathways
Minna Allarakhia, Anthony Wensley
2006· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Health technology assessments and innovation
Joseph E. Tucker, Katherine Boone, Paul W.M. Fedak
2013· letter· en· Nature Biotechnology· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity
0
citations
fundno affno abstractunlabeled
BIO and the next generation
Jim Greenwood
2009· letter· en· Nature Biotechnology· Business, Management and Accounting
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
aboutno affno abstractunlabeled
Fourth-quarter biotech job picture
Michael Francisco
2020· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
affno abstractunlabeled
Publisher Correction: The global patent landscape of functional food innovation
Maima Matin, Dalibor Hrg, Olena Litvinova, Małgorzata Łysek-Gładysińska, Agnieszka Wierzbicka, Jarosław Olav Horbańczuk +2 more
2025· erratum· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
0
citations
aboutno affno abstractunlabeled
Second-quarter biotech job picture
Michael Francisco
2019· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
0
citations
affno abstractunlabeled
Biotech leaders call for free press
Ron Cohen, Steven H. Holtzman, Jeremy M. Levin, John M. Maraganore
2018· letter· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · research_integrity
0
citations
aboutno affno abstractunlabeled
First-quarter biotech job picture
Michael Francisco
2020· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations
aboutno affno abstractunlabeled
Third-quarter biotech job picture
Michael Francisco
2018· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
0
citations

How this was built: Screen · Findings · About