危险,危险,加斯顿·拉巴特! 零射击的人工智能是否与抗凝血指南和神经轴麻醉的建议相关?
Nathan C Hurley1, Rajnish K Gupta2, Kristopher M Schroeder3
1Department of Anesthesiology, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Regional anesthesia and pain medicine
|January 22, 2024
概括
大型语言模型 (LLM) 在评估抗凝药患者的神经轴出血风险方面表现有前途. 通过详细的提示,性能显著提高,突出显示在临床应用中需要准确的指导.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 临床决策支持 临床决策支持
背景情况:
- 人工智能和大型语言模型 (LLM) 在医疗保健中具有颠覆性的潜力.
- 在接受抗凝剂治疗的患者中评估神经动脉出血风险对于患者的安全至关重要.
研究的目的:
- 评估GPT-3.5的准确性和可靠性,这是一个大型语言模型,用于评估神经轴突出血风险.
- 探索结构化及时指导对临床指南遵守的LLM绩效的影响.
主要方法:
- 根据既定的指导方针创建了一个包含260个假设患者抗凝情景的数据集.
- 五个提示符,细节不同,用于查询GPT-3.5.5.
- 将LLM响应与基于指南的真相表进行比较,使用准确度和AUC作为指标.
主要成果:
- GPT-3.5基线表现略高于机会.
- 通过详细的提示和明确的指南 (AUC 0.70),性能显著改善.
- 在不同的抗凝血药物类别中,模型性能各不相同.
结论:
- 大型语言模型显示了临床决策支持在风险评估中的潜力.
- 准确和相关的快速工程对于最佳的LLM性能至关重要.
- 谨慎地将LLM纳入医疗保健需要解决安全,隐私和对复杂情景的进一步研究.
相关概念视频
Local Anesthetics: Clinical Application as Spinal Anesthesia
635
Spinal anesthetics are given during lower abdomen and limb surgeries to block sensory and motor neurons. They are administered in the mid to low lumbar regions, primarily acting on the cauda equina's nerve roots. The blockade level depends on the local anesthetic (LA) concentration. Usually, low LA concentrations are sufficient to block sensory fibers, while only high LA concentrations block motor fibers. Other factors like injection volume and speed, the patient's posture, and the drug...
635
Local Anesthetics: Clinical Application as Intravenous Regional Anesthesia
422
Intravenous regional anesthesia or the Bier block technique is used to anesthetize a specific limb or extremity. It uses exsanguinated or blood-drained vessels to transport local anesthetics or LAs to the peripheral nerve trunks. Lidocaine without vasoconstrictors like epinephrine is most commonly used for this technique. Other drugs used are prilocaine, ropivacaine, and chloroprocaine. Bupivacaine is not recommended for this technique due to its high cardiac toxicity.
One of the advantages of...
One of the advantages of...
422
Anticoagulant Drugs: Low-Molecular-Weight Heparins
701
Hemostasis is a crucial process that prevents excessive blood loss from damaged blood vessels. It involves various mechanisms such as vasoconstriction, platelet adhesion and activation, and fibrin formation. The importance of each mechanism depends on the type of vessel injury. In contrast, thrombosis is the abnormal formation of a blood clot within the blood vessels, leading to potential complications if the clot obstructs blood flow. Thrombosis can be caused by increased coagulability of the...
701
General Anesthesia: Overview
219
Anesthesia is a medical procedure that uses drugs for CNS suppression to enable painless surgeries and procedures. The selection of anesthetics is influenced by their pharmacokinetic properties, side effects, and patient characteristics. Various types of anesthesia include general, local, regional, spinal, and inhalational.
General anesthesia induces unconsciousness in the whole body, while the others target specific areas or sensations. It is administered to minimize adverse effects, maintain...
General anesthesia induces unconsciousness in the whole body, while the others target specific areas or sensations. It is administered to minimize adverse effects, maintain...
219


