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Updated: Feb 7, 2026

High-throughput Identification of Bacteria Repellent Polymers for Medical Devices
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High-throughput Identification of Bacteria Repellent Polymers for Medical Devices

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使用大型语言模型扩展医疗器械监管科学规模.

Hanyang Li1, Xiao He1, Adarsh Subbaswamy2

  • 1Unaffiliated, San Francisco, California, CA, USA.

NPJ digital medicine
|February 5, 2026
PubMed
概括

大型语言模型 (LLM) 可以准确分析复杂的医疗器械监管文件,达到80%以上的准确性. 这种AI进步有助于监控设备验证,编码报告和识别不良事件风险.

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Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
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Psychology, as a scientific discipline, aims to understand the mind and behavior through rigorous and systematic methods. The foundation of psychological research is evidence-based, relying heavily on the scientific method to derive and validate knowledge. This structured approach ensures that findings are reliable, valid, and applicable to broader contexts.
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Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
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