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Updated: Jul 18, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
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Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

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使用机器学习算法预测高血压风险:埃塞俄比亚的一项横截面研究

Md Merajul Islam1,2, Md Jahangir Alam2,3, Md Maniruzzaman4

  • 1Department of Statistics, Jatiya Kabi Kazi Nazrul Islam University, Trishal, Mymensingh, Bangladesh.

PloS one
|August 24, 2023
PubMed
概括

这项研究开发了一种机器学习系统,用于预测埃塞俄比亚的高血压风险. XGBoost模型的准确度达到88.81%,识别了早期干预的关键风险因素.

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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...
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