ReviewFrontiers in digital health2025
Emerging technologies transforming the future of global biosecurity.
Review in Frontiers in digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
3 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Global health preparedness for biosecurity threats: a review of emerging technologies and solutions.Frontiers in public health · 2026Pooled it
- Containment of antimicrobial resistance for strengthening global public health security: Biorisk management perspectives.Biosafety and health · 2026Review
- Improving governance in the age of synthetic biology, artificial intelligence, and diverging threats.Frontiers in bioengineering and biotechnology · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The convergence of artificial intelligence and synthetic biology offers transformative opportunities to enhance global biosecurity. Emerging technologies promise rapid detection, containment, and mitigation of global biological threats, while simultaneously raising complex ethical and security challenges. This research aims to critically examine advances in AI applications for biosecurity, innovations in vaccine development enabled by synthetic biology, and the risks associated with the democratization of powerful biotechnological tools. We highlight both the potential and the dangers of integrating these technologies into public health preparedness systems and advocate for the establishment of robust governance frameworks to ensure their ethical and equitable implementation.
Indexed as
Identifiers
What Socratic holds
Registered trials
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 Socratic graph.