高血压的争议:支持使用人工智能用于高血压诊断和管理的论点
Antonis A Armoundas1, Faraz S Ahmad2, Zachi I Attia3
1Cardiovascular Research Center, Massachusetts General Hospital and Broad Institute, Massachusetts Institute of Technology, Boston (A.A.A.).
人工智能 (AI) 通过整合各种数据,为个性化高血压管理提供了潜力. 然而,人工智能在高血压治疗中的广泛临床采用目前是有限的,需要进一步的证据来实现公平的实施.
科学领域:
- 心血管医学 心血管医学
- 医疗信息学 医疗信息学
- 公共卫生 公共卫生
背景情况:
- 高血压是一个主要的公共卫生挑战,因为它的高患病率和与心血管疾病的联系.
- 低意识和低于最佳的诊断阻碍了高血压的有效管理.
- 人工智能 (AI) 能够对高血压的大型,多样化的数据集进行整合分析.
研究的目的:
- 从临床医生的角度检查AI在高血压管理中的当前状态.
- 确定人工智能在精密高血压护理中采用人工智能的挑战和机会.
- 为公平,大规模实施高血压AI提出建议.
主要方法:
- 审查当前的AI应用在高血压诊断,治疗和管理.
- 分析来自omics,临床,可穿戴,社会,行为和环境来源的数据整合.
- 以临床医生为中心的角度来看,AI在高血压护理中的潜力和局限性.
主要成果:
- 人工智能对数据驱动的,个性化的高血压诊断和管理具有变革性的潜力.
- 在临床采用和AI在高血压的证据基础上存在显著的差距.
- 目前的人工智能发展的重点是发现和药物开发,但有限的大规模患者护理整合.
结论:
- 公平的精确高血压护理需要解决AI临床实施的障碍.
- 证据生成对于基于AI的高血压解决方案的广泛采用至关重要.
- 以临床医生为中心的方法对于推动人工智能有效管理高血压至关重要.
更多相关视频
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
06:51Development of an Algorithm to Perform a Comprehensive Study of Autonomic Dysreflexia in Animals with High Spinal Cord Injury Using a Telemetry Device
Published on: July 29, 2016
相关概念视频
Errors occurring during blood pressure monitoring
Several factors...
Hypertension and Regulation of Blood Pressure
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Neural Regulation of Blood Pressure
Baroreceptor Reflex
Baroreceptors, located in the carotid sinuses and aortic arch, detect changes in blood pressure. When blood pressure rises, these stretch-sensitive receptors...
Heart Failure Drugs: Inhibitors of Renin-Angiotensin System
Equipments Used To Measure Blood Pressure
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
