相关实验视频

Updated: Jul 12, 2025

Measuring the Functional Abilities of Children Aged 3-6 Years Old with Observational Methods and Computer Tools

Measuring the Functional Abilities of Children Aged 3-6 Years Old with Observational Methods and Computer Tools

Published on: June 20, 2020

智能框架用于从轻微症状早期检测严重的儿科疾病

Zelal Shearah¹, Zahid Ullah¹, Bahjat Fakieh¹

¹Department of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia.

Diagnostics (Basel, Switzerland)

|October 28, 2023

概括

这项研究开发了一种机器学习 (ML) 框架,用于识别严重的儿科疾病. 该系统准确地检测儿童的紧急情况,帮助家长决定是否需要紧急护理.

科学领域:

儿科医学儿科医学
计算健康计算健康
医疗保健中的人工智能

背景情况:

许多导致死亡或长期疾病的儿童疾病都有可预防或可治疗的原因.
严重儿科疾病的早期症状可能是轻微的,并使及时诊断复杂化.
准确和快速评估儿科疾病严重程度对于有效的干预至关重要.

研究的目的:

开发一种机器学习 (ML) 框架,用于检测儿童疾病的严重程度.
创建一个系统,可以区分紧急/严重的儿科病情和不那么严重的病情.
为家长提供有关孩子是否需要立即访问急诊室的指导.

主要方法:

该研究实施了一种机器学习 (ML) 框架,使用九种不同的ML方法.
该模型结合了关键变量,包括出现症状,风险因素 (例如年龄) 和孩子的病史.
进行了ML方法的性能评估,以确定检测疾病严重程度的最有效方法.

主要成果:

拟议的ML框架在识别严重的儿科疾病方面表现出很高的表现.
决策树和随机森林算法实现了最高的准确性,达到94%.
结果表明该框架作为儿科决策支持系统的可靠性.

结论:

开发的ML框架是检测严重儿科疾病的可靠工具.
该系统可以有效地帮助父母做出明智的决定,为他们的孩子寻求紧急医疗护理.
这项研究提供了一个有希望的,亲子友好的方法来管理常见的儿童症状和评估疾病严重程度.

关键词:

儿童的死亡情况长期发病率长期发病率轻微的症状症状轻微的症状儿科疾病儿科疾病经常出现的症状.严重的病例是严重的病例.

更多相关视频

Detection of Polyfunctional T Cells in Children Vaccinated with Japanese Encephalitis Vaccine via the Flow Cytometry Technique

Detection of Polyfunctional T Cells in Children Vaccinated with Japanese Encephalitis Vaccine via the Flow Cytometry Technique

Published on: September 23, 2022

A Computer-Based Platform for Aiding Clinicians in Eating Disorder Analysis and Diagnosis

A Computer-Based Platform for Aiding Clinicians in Eating Disorder Analysis and Diagnosis

Published on: May 10, 2022

相关概念视频

Classification of Illness

Classification of Illness

The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...

Principles of Disease Surveillance

Principles of Disease Surveillance

Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...