category
bioRxiv
date
Mar 1, 2026
slug
status
Published
summary
创新性地将AI工具(如Gemini 2.5 Pro)应用于合成核酸客户验证流程,实现与人工审核相当的准确率(90% vs 89%),且成本降低至1/10($1.18 vs $14.04),信息收集任务成本更是低至$0.23/客户,为生物安全筛查提供高效低成本解决方案。
tags
合成生物学
type
Post
📄 原文题目
Evaluating AI-Assisted Customer Verification for Synthetic Nucleic Acid Screening
🔗 原文链接
💡 AI 核心解读
创新性地将AI工具(如Gemini 2.5 Pro)应用于合成核酸客户验证流程,实现与人工审核相当的准确率(90% vs 89%),且成本降低至1/10($1.18 vs $14.04),信息收集任务成本更是低至$0.23/客户,为生物安全筛查提供高效低成本解决方案。
📝 英文原版摘要
Legitimacy screening, the process of verifying the identity and purpose of customers ordering synthetic nucleic acids, is a primary safeguard against the misuse of synthetic biology. However, the associated costs discourage the adoption of screening practices. To evaluate whether AI tools can facilitate this process, we tested five large language models on five verification tasks using customer profiles of life sciences researchers from around the world. We compared AI performance against an expert human baseline on flag accuracy, source quality, source fidelity, and cost. The best-performing model, Gemini 2.5 Pro aided by four bibliographic and sanctions APIs, achieved comparable flag accuracy to the human baseline (90% and 89%, respectively). Gemini 2.5 Pro outperformed the human baseline on source quality and fidelity, at roughly one-tenth of the cost ($1.18 vs. $14.04 per customer). For information-gathering tasks, which excluded the human review step, costs averaged $0.23 per customer, around 50 times cheaper than human screening. These results support piloting AI-assisted legitimacy screening at providers of synthetic nucleic acids and other dual-use biotechnology products, with AI systems handling information gathering and human reviewers retaining authority over order fulfillment decisions.
- 作者:NotionNext
- 链接:https://tangly1024.com/article/31748bd6-1f96-81f4-9610-f8128731b0ef
- 声明:本文采用 CC BY-NC-SA 4.0 许可协议,转载请注明出处。
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