对利用人工智能来预测持续的术后阿片类药物使用和阿片类药物使用障碍的审查及其道德考虑
Rodney A Gabriel1,2, Brian H Park3, Chun-Nan Hsu3,4
1Division of Perioperative Informatics, Department of Anesthesiology, University of California, San Diego, La Jolla, CA, USA. ragabriel@health.ucsd.edu.
Current pain and headache reports
|January 23, 2025
概括
人工智能 (AI) 可以预测阿片类药物使用障碍和过量使用风险. 人工智能工具在优化阿片类药物剂量和预防成方面表现有前途,有可能改变疼痛管理.
科学领域:
- 疼痛管理 疼痛管理
- 人工智能的人工智能
- 公共卫生 公共卫生
背景情况:
- 阿片类药物成和过量服用仍然是重大的公共卫生挑战.
- 目前的疼痛管理策略需要针对急性和慢性疾病进行优化.
- 人工智能 (AI) 为解决这些问题提供了新的机会.
研究的目的:
- 审查当前关于人工智能的文献,以预测与阿片类药物相关的结果.
- 探索AI在改变阿片类药物处方和成预防方面的潜力.
- 确定在临床环境中增强人工智能模型可靠性的下一步步骤.
主要方法:
- 审查现有的关于机器学习和自然语言处理模型的文献.
- 对人工智能应用在预测术后阿片类药物使用,阿片类药物使用障碍和过量服用方面的分析.
- 讨论AI在优化阿片类药物剂量和个性化疼痛管理方面的作用.
主要成果:
- 机器学习模型有效地预测了各种手术群体中持续的术后阿片类药物使用情况.
- 人工智能模型在预测个人对阿片类药物使用障碍和过量使用倾向方面表现出能力.
- 自然语言处理和大型语言模型可以从临床笔记中识别阿片类药物使用障碍.
结论:
- 人工智能对改善急性和慢性疼痛管理具有重大前景.
- 人工智能可以提供工具来优化阿片类药物剂量,预测成风险和个性化治疗.
- 利用人工智能可能会改善患者的治疗结果,并对抗阿片类药物危机.
更多相关视频
相关概念视频
Opioid Analgesics: Synthetic and Semisynthetic Opioids
212
Synthetic and semisynthetic opioids are pivotal in pain management and tackling opioid addiction. Semisynthetic opioids, including morphinans (morphine derivatives), oxycodone, oxymorphone, hydrocodone, and hydromorphone, have improved pharmacokinetic profiles compared to morphine. Additionally, heroin and 6-MAM (6-Monoacetylmorphine) show better CNS penetration than morphine due to heightened lipid solubility. Hydromorphone, a potent opioid, undergoes hepatic metabolism to form the active...
212
Analgesia and Pain Management
470
Pain is critical to various clinical pathologies, provoking an urgent need for effective management. Pain, whether acute or chronic, is a complex neurochemical process. Its alleviation depends on the type, with nonopioid analgesics effective for mild to moderate pain, such as musculoskeletal or inflammatory pain, while neuropathic pain responds best to anticonvulsants, tricyclic antidepressants, or serotonin/norepinephrine reuptake inhibitors. For severe acute or chronic pain, opioids may be...
470
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Opioid Analgesics: Morphine and Other Natural Cogeners
171
Opioids are a class of drugs that mimic endogenous opioid peptides and act on opioid receptors, and help in pain relief. These compounds are classified as natural, synthetic, or semi-synthetic. Natural opioids, like morphine, codeine, and thebaine, are derived from the opium poppy plant (Papaver somniferum or Papaver album) and are termed opiates. Synthetic opioids are artificial, while semi-synthetic opioids combine natural and synthetic compounds. Morphine, a prototypical opioid, possesses a...
171
Psychosurgery
43
Psychosurgery, the surgical alteration or permanent removal of brain tissue to alleviate severe psychological conditions, stands as one of the most radical and controversial treatments in the history of mental health care. Its development and application have evolved significantly, marked by dramatic shifts in scientific understanding and ethical perspectives.
Historical Development of Psychosurgery
In the 1930s, Portuguese neurologist Antonio Egas Moniz introduced a surgical procedure designed...
Historical Development of Psychosurgery
In the 1930s, Portuguese neurologist Antonio Egas Moniz introduced a surgical procedure designed...
43
Opioid Receptors: Overview
471
Opioid receptors, including the mu (μ, MOR), delta (δ, DOR), and kappa (κ, KOR) types, belong to the rhodopsin family of G protein-coupled receptors. These receptors are located throughout the central and peripheral nervous systems and in non-neuronal tissues such as macrophages and astrocytes. Opioid receptor ligands can be categorized into agonists or antagonists. Highly selective agonists include [d-Ala2, MePhe4, Gly(ol)5]-enkephalin or DAMGO for MOR, [D-Pen2,...
471


