Evidence map›Paper›PMID 40295784›Full record

ArticleNature biotechnology2025

A call for built-in biosecurity safeguards for generative AI tools.

Mengdi Wang, Zaixi Zhang, Amrit Singh Bedi, Alvaro Velasquez, Stephanie Guerra, Sheng Lin-Gibson, Le Cong, Yuanhao Qu, Souradip Chakraborty, Megan Blewett and 3 more

Abstract readLetter
PubMed Publisher
In one paragraph

Article in Nature biotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

17 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Generalizable Direct Protein Sequencing With InstaNexus.Molecular & cellular proteomics : MCP · 2026
    Article
  6. [Application and progress of artificial intelligence agents in drug development].Zhejiang da xue xue bao. Yi xue ban = Journal of Zhejiang University. Medical sciences · 2026
    Review
  7. Article
  8. Article
  9. Article
  10. Review
  11. Article
  12. Review
  13. Article
  14. Beyond evolution:Biosafety and health · 2025
    Review
  15. Review
  16. Review
  17. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Mengdi WangAI Lab, Princeton University, Princeton, NJ, USA. mengdiw@princeton.edu.ORCID http://orcid.org/0000-0002-2101-9507
Zaixi ZhangAI Lab, Princeton University, Princeton, NJ, USA.
Amrit Singh BediDepartment of Computer Science, University of Central Florida, Orlando, FL, USA.
Alvaro VelasquezDefense Advanced Research Projects Agency, Ballston, VA, USA.
Stephanie GuerraNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Sheng Lin-GibsonNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Le CongDepartment of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.
Yuanhao QuDepartment of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.
Souradip ChakrabortyDepartment of Computer Science, University of Maryland, College Park, MD, USA.
Megan BlewettIris Medicine, Palo Alto, CA, USA.
Jian MaSchool of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
Eric XingSchool of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
George ChurchDepartment of Genetics, Harvard Medical School, Harvard University, Boston, MA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40295784

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.