评估新技术对慢性呼吸道疾病管理的影响
Osvaldo Graña-Castro1, Elena Izquierdo1, Antonio Piñas-Mesa2
1Departamento de Ciencias Médicas Básicas, Instituto de Medicina Molecular Aplicada (IMMA-Nemesio Díez), Facultad de Medicina, Universidad San Pablo-CEU, CEU Universities, 28925 Alcorcón, Spain.
Journal of clinical medicine
|November 27, 2024
概括
人工智能 (AI) 正在彻底改变慢性呼吸道疾病 (CRD) 管理,为喘和COPD等疾病提供早期诊断和个性化治疗. 虽然人工智能集成显示出希望,但解决数据质量和道德问题对于其在呼吸系统医疗保健中的未来至关重要.
科学领域:
- 呼吸系统医学 呼吸系统医学
- 医疗信息学 医疗信息学
- 医疗卫生技术 技术 技术
背景情况:
- 慢性呼吸道疾病 (CRD),如喘和COPD,对全球健康造成重大负担.
- 越来越多的CRD患病率需要先进的诊断和治疗策略,特别是在低收入国家.
- 新兴技术对于提高CRD护理效率和个性化至关重要.
研究的目的:
- 探索人工智能 (AI) 对CRD管理的变革性影响.
- 评估人工智能驱动的工具在CRD护理中的有效性,可访问性和伦理影响.
- 提供关于人工智能塑造呼吸系统医疗保健未来潜力的见解.
主要方法:
- 在CRD管理中审查人工智能应用,包括机器学习 (ML),深度学习 (DL) 和大型语言模型 (LLM).
- 分析人工智能与远程医疗和可穿戴技术的整合,以远程监控患者.
- 评估与数据质量,算法偏见,患者隐私和AI透明度相关的挑战.
主要成果:
- 人工智能使得早期诊断,个性化治疗计划,以及对CRD的远程监控.
- 人工智能与远程医疗和可穿戴设备的整合促进了主动干预和更好的患者结果.
- 仍然存在重大挑战,包括数据质量问题,算法偏见和道德考虑.
结论:
- 人工智能具有很大的潜力,可以提高早期诊断,个性化治疗和对COPD和喘等CRD的远程监测.
- 处理数据质量,伦理考虑和监管监督对于成功实施人工智能至关重要.
- 人工智能驱动的工具有望显著推进呼吸系统医疗保健,但需要仔细考虑挑战.
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