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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.

affaffiliation
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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 6 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.

affno abstractunlabeled
Plant molecular farming in the wake of the closure of Medicago Inc
Eugenio Benvenuto, Inge Broer, Marc‐André D’Aoust, Inga I. Hitzeroth, Penny Hundleby, Rima Menassa +7 more
2023· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · research_integrity
33
citations
afffundno abstractunlabeled
Small but tenacious: South Africa's health biotech sector
Sara Al-Bader, Sarah E Frew, Insiya Essajee, Victor Y. Liu, Abdallah S. Daar, Peter Singer
2009· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
32
citations
affno abstractunlabeled
Network cleanup
Babak Alipanahi, Brendan J. Frey
2013· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
30
citations
affno abstractunlabeled
To publish or not to publish
Françoise Βaylis
2020· article· en· Nature Biotechnology· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
29
citations
affno abstractunlabeled
The discombobulation of de-identification
Mark Phillips, Bartha Maria Knoppers
2016· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaresearch+research_integrityconsensus · none
29
citations
afffundno abstractunlabeled
South Africa—blazing a trail for African biotechnology
Marion Motari, Uyen Quach, Halla Thorsteinsdóttir, Douglas K. Martin, Abdallah S. Daar, Peter Singer
2004· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
29
citations
aboutno affno abstractunlabeled
Canada approves stem cell product
David Cyranoski
2012· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · none
29
citations
affno abstractunlabeled
Defining and benchmarking open problems in single-cell analysis
Malte D. Luecken, Scott Gigante, Daniel B. Burkhardt, Robrecht Cannoodt, Daniel Strobl, Nikolay S. Markov +19 more
2025· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
29
citations
afffundno abstractunlabeled
Innovative drugs and vaccines in China, India and Brazil
Rahim Rezaie, Anita M. McGahan, Abdallah S. Daar, Peter Singer
2012· letter· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
29
citations
affno abstractunlabeled
Triplex technology takes off
Carine Giovannangeli, Claude Hélène
2000· article· en· Nature Biotechnology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
28
citations
affno abstractunlabeled
DNA patents and diagnostics: not a pretty picture
Julia Carbone, E. Richard Gold, Bhaven N. Sampat, Subhashini Chandrasekharan, Lori Knowles, Misha Angrist +1 more
2010· article· en· Nature Biotechnology· Business, Management and Accounting
distilled prediction:candidate · research_integrityconsensus · none
27
citations
affno abstractunlabeled
Life sciences venture capital in emerging markets
Justin Chakma, Stephen M. Sammut, Ajay Agrawal
2013· letter· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
27
citations
affno abstractunlabeled
Value drivers in licensing deals
Katie Arnold, Anthony Coia, Scott Saywell, Ty Smith, Scott Minick, Alicia Löffler
2002· article· en· Nature Biotechnology· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
27
citations
afffundunlabeled
Publisher Correction: A genomic catalog of Earth’s microbiomes
Stephen Nayfach, Simon Roux, R. Seshadri, Daniel Udwary, Neha Varghese, Frederik Schulz +256 more
2020· article· en· Nature Biotechnology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
26
citations
affno abstractunlabeled
mRNA vaccines take on immune tolerance
Christine M. Wardell, Megan K. Levings
2021· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
25
citations
affno abstractunlabeled
Pharma embraces open source models
Stephen Strauss
2010· article· en· Nature Biotechnology· Computer Science
distilled prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Off the beaten path
Jonathan D. Buckley, Jorge Gatica, Mark Y.L. Tang, Halla Thorsteinsdóttir, Alok Gupta, Sabine Louët +2 more
2006· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · research_integrityconsensus · research_integrity
24
citations
affno abstractunlabeled
Collateral damage
Robert E. W. Hancock
2014· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
23
citations
affno abstractunlabeled
In defense of the precautionary principle
Carolyn Raffensperger, Katherine Barrett
2001· letter· en· Nature Biotechnology· Social Sciences
distilled prediction:candidate · research_integrityconsensus · research_integrity
22
citations
affunlabeled
Efficient prime editing in two-cell mouse embryos using PEmbryo
Rebecca Kim, Ryan McNulty, Bradley Joyce, Antonio Mollica, Peter J. Chen, Purnima Ravisankar +6 more
2024· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
22
citations
affunlabeled
Author Correction: A genomic catalog of Earth’s microbiomes
Stephen Nayfach, Simon Roux, R. Seshadri, Daniel Udwary, Neha Varghese, Frederik Schulz +260 more
2021· article· en· Nature Biotechnology· Environmental Science
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
19
citations
affno abstractunlabeled
Oversight of human inheritable genome modification
Rosario Isasi, Bartha Maria Knoppers
2015· letter· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
18
citations
affno abstractunlabeled
The global patent landscape of functional food innovation
Maima Matin, Dalibor Hrg, Olena Litvinova, Małgorzata Łysek-Gładysińska, Agnieszka Wierzbicka, Jarosław Olav Horbańczuk +2 more
2024· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
18
citations
afffundno abstractunlabeled
Open biotechnology: licenses needed
Yann Joly
2010· article· en· Nature Biotechnology· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
17
citations
fundno affunlabeled
NIS-Seq enables cell-type-agnostic optical perturbation screening
Caroline I. Fandrey, Marius Jentzsch, Peter Konopka, Alexander Hoch, Katja Blumenstock, Afraa Aqeel Zackria +17 more
2024· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
17
citations
affno abstractunlabeled
CRISPR-edited plants by grafting
Jiacheng Hu, Caixia Gao
2023· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · research_integrityconsensus · none
17
citations

How this was built: Screen · Findings · About