人工智能能产生安全麻醉计划吗? 在100个合成案例上对三种大型语言模型进行比较评估
Audrey Jarrassier1, Frederik Belot de Saint-Léger1, Gaël de Rocquigny1
1Bégin Military Teaching Hospital, Saint-Mandé, France.
Anaesthesia, critical care & pain medicine
|February 7, 2026
概括
大型语言模型 (LLM) 在例行病例中显示出预手术麻醉规划的前景. 然而,目前的人工智能模型需要对复杂患者进行进一步开发,突出显示术后决策支持的潜力和局限性.
科学领域:
- 麻醉学 麻醉学
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 术前麻醉咨询对于患者的安全和优化护理至关重要.
- 已建立的指导方针为麻醉策略,风险评估和治疗计划提供信息.
- 大型语言模型 (LLM) 在生成基于指南的麻醉计划中的作用在很大程度上未被评估.
研究的目的:
- 根据法国指导方针,评估LLM在生成手术前麻醉计划方面的能力.
- 将不同AI模型的性能与专家麻醉师计划进行比较.
主要方法:
- 一项模拟研究涉及100个跨外科专业的合成临床病例.
- 三个人工智能模型 (ChatGPT,Mistral,Dougall GPT) 被要求创建麻醉计划.
- 专家评分评估了人工智能生成计划的准则遵守和临床安全.
主要成果:
- 聊天GPT显示了最高的准则合规性和完整性 (98%).
- 在12个麻醉领域中,ChatGPT在7个领域取得了最高的同意分数.
- 米斯特拉尔的合规性较低,不安全输出率更高;道格尔GPT的表现适度.
结论:
- 目前的LLM显示了在常规情况下支持术前麻醉规划的潜力.
- 在没有进一步改进的情况下,AI可靠性对于高风险或复杂的患者是不够的.
- 研究结果突出了人工智能在外科手术前决策支持中的潜在和当前局限性.
更多相关视频
03:14Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
1.2K
15:11Surgical Fixation of Sternal Fractures: Preoperative Planning and a Safe Surgical Technique Using Locked Titanium Plates and Depth Limited Drilling
Published on: January 5, 2015
65.1K
相关概念视频
Language
918
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.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
918
Components of Language
821
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.
821
Language Development
921
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
921
Language and Cognition
804
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
804
Sampling Plans
994
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
994
Synthetic Biology
5.6K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
5.6K
