在印度尼西亚使用机器学习预测高血压患者的缩和腹缩血压的变化
Desy Nuryunarsih1, Lucky Herawati2, Atik Badi'ah3
1School of Health and Life Sciences, Glasgow Caledonian University, Cowcaddens Rd, Glasgow, G4 0BA, UK. desy.nuryunarsih@gcu.ac.uk.
Current hypertension reports
|August 29, 2023
概括
机器学习模型准确地预测高血压患者的血压降低. 这项研究确定了影响静缩和静缩血压降低治疗后的关键因素.
科学领域:
- 心脏病学 心脏病学
- 医疗信息学 医疗信息学
- 公共卫生 公共卫生
背景情况:
- 血压升高 (高血压) 带来重大健康风险,包括心力衰竭,功能衰竭和心血管疾病.
- 虽然许多研究探索高血压的原因,但很少有人利用机器学习来预测血压变化的分析.
- 了解影响降低血压的因素对于有效的高血压管理至关重要.
研究的目的:
- 调查与降低缩和腹缩血压相关的社会人口结构,生活方式和临床因素.
- 采用机器学习算法来预测高血压患者的血压降低.
- 为了确定心压缩和心压缩血压下降后抗高血压药物治疗的预测因素.
主要方法:
- 对患者数据的回顾性分析.
- 机器学习算法的应用:天真贝叶斯,人工神经网络,物流回归和决策树.
- 评估包括高血压持续时间,物质消耗,运动和糖尿病等并发症在内的因素.
主要成果:
- 机器学习模型在预测血压下降方面表现强.
- 确定了影响缩和放缩血压降低的关键因素.
- 这些模型可以帮助预测高血压患者的治疗反应.
结论:
- 机器学习为预测高血压管理中的血压变化提供了一个强大的工具.
- 预测模型可以帮助临床医生预测个体患者的治疗结果.
- 进一步的研究可以完善这些模型,用于个性化高血压治疗.
更多相关视频
05:57Author Spotlight: Exploring Huotan Jiedu Tongluo Decoction as an Antihypertensive Drug
Published on: May 17, 2024
773
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
8.0K
相关概念视频
01:17Measurement of Blood Pressure
1.0K
Assessing blood pressure is a standard procedure executed in virtually all medical environments. The method utilized today was established over a hundred years ago by an innovative Russian doctor, Dr. Nikolai Korotkoff. The soft ticking noise, known as Korotkoff sounds, heard while taking blood pressure readings results from turbulent blood flow within the vessels. The apparatus required for this procedure includes a sphygmomanometer, a blood pressure cuff attached to a gauge, and a...
1.0K
01:25Errors occurring during blood pressure monitoring
764
Blood pressure monitoring is a crucial clinical procedure in diagnosing and managing various cardiovascular conditions. Despite its significance, the accuracy of blood pressure measurements can be compromised by multiple factors, potentially leading to either falsely high or low readings. These inaccuracies are critical as they can significantly impact patient care. So, it is vital to understand these challenges deeply and adopt strategic approaches to minimize errors.
Several factors...
Several factors...
764
01:30Hypertension III: Clinical Manifestations and Diagnostic Studies
25
Hypertension is asymptomatic and also referred to as the "silent killer" until it progresses to a severe stage or causes target organ disease. Patients may experience symptoms stemming from the strain on blood vessels and tissues in various organs or the heart's increased workload.Physical exams might show no abnormalities other than high blood pressure. Signs of vascular damage, when present, correspond to the organs supplied by the affected vessels, leading to target organ damage. For...
25
01:28Special considerations while measuring blood pressure
755
When assessing blood pressure (BP), healthcare professionals must consider various factors and potential unexpected outcomes to ensure accurate readings and provide proper patient care. Adhering to these guidelines is essential to achieving the most reliable results.
Monitoring Both Arms:
Monitoring BP in both arms during the initial assessment is advisable, as the systolic value may differ by five to ten mm Hg between arms. For subsequent BP assessments, use the arm with the higher reading.
Monitoring Both Arms:
Monitoring BP in both arms during the initial assessment is advisable, as the systolic value may differ by five to ten mm Hg between arms. For subsequent BP assessments, use the arm with the higher reading.
755
01:18Hypertension and Regulation of Blood Pressure
2.1K
Hypertension, the most common cardiovascular disease, is diagnosed through repeated measurements of elevated blood pressure. Its risks, including damage to the kidney, heart, and brain, are directly proportional to blood pressure levels. Starting from 115/75 mm Hg, the risk of cardiovascular disease doubles with each increment of 20/10 mm Hg. The diagnosis relies on blood pressure measurements, not on patient symptoms, as hypertension is often asymptomatic until end-organ damage is imminent or...
2.1K
01:28Hypertension I: Introduction
16
Hypertension is a widespread, long-term medical condition where blood pressure in the arteries remains elevated. It is characterized by systolic blood pressure readings of 130 mm Hg or above or diastolic blood pressure (DBP) readings of 80 mm Hg or higher. Unmanaged hypertension poses significant health risks, making the distinction between primary (or essential) hypertension and secondary hypertension crucial, as their management and implications vary.Primary HypertensionPrimary hypertension,...
16