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相关概念视频

Preventive Healthcare Services01:30

Preventive Healthcare Services

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Preventive healthcare services keep people healthy via frequent check-ups, screening, and counseling. They primarily aid in disease prevention rather than treating an acute or chronic illness. Preventive treatment also keeps individuals productive and energetic, allowing them to work well into their retirement years. Examples of preventive care services include:
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Methods of Documentation VII: EMR01:30

Methods of Documentation VII: EMR

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Electronic Medical Records (EMRs) primarily center around electronically documenting patients' health information within a single healthcare organization or practice. They contain essential clinical data related to a patient's medical history, diagnoses, medications, treatment plans, lab results, and other pertinent information relevant to the specific encounter or episode of care. EMRs are designed to streamline documentation and workflow processes within individual healthcare...
913
Combination Therapies and Personalized Medicine02:50

Combination Therapies and Personalized Medicine

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Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
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Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
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Health Information Technology and Healthcare Information System01:30

Health Information Technology and Healthcare Information System

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Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
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Purpose of Health Records II01:19

Purpose of Health Records II

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Health records serve various essential purposes in the healthcare system. Here are some key purposes:
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相关实验视频

Updated: Sep 12, 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

Published on: May 15, 2020

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使用电子健康记录为量身定制的预防护理建议的计算框架.

Xiao Luo1,2, Jess Zeleke1, Rachel Kate Puckett1

  • 1Department of Management Science and Information Systems, Oklahoma State University, Oklahoma, USA.

Studies in health technology and informatics
|August 8, 2025
PubMed
概括

预防性护理对于公共卫生和管理成本至关重要. 这项研究引入了一个人工智能框架,使用电子健康记录和指南来创建个性化的预防性护理建议,超越通用建议.

关键词:
欧洲人权理事会 欧洲人权理事会大型语言模型个性化护理计划 个性化护理计划

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Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
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Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis

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Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
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Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index

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科学领域:

  • 医疗信息学 医疗信息学
  • 医疗保健中的人工智能
  • 预防医学 预防医学

背景情况:

  • 医疗保健系统在很大程度上是反应性的,90%的支出与慢性和心理健康状况有关.
  • 目前在电子健康记录 (EHR) 中的预防性护理临床决策支持 (CDS) 使用"一刀切"的方法,忽视了患者特定的风险因素.
  • 健康的社会和环境决定因素显著影响结果,但在预防性护理策略中未得到充分利用.

研究的目的:

  • 为个性化预防护理建议开发一个计算框架.
  • 将美国预防服务工作组 (USPSTF) 的指导方针与患者特定的EHR数据整合起来.
  • 利用人工智能 (AI) 来分析复杂的健康数据并提供量身定制的建议.

主要方法:

  • 开发一个计算框架,整合预防护理指南和EHR数据.
  • 从EHR中提取患者特定的风险因素 (家庭病史,社会病史,种族,慢性疾病).
  • 利用人工智能分析USPSTF指南和患者数据以提供个性化的建议.

主要成果:

  • 为个性化预防护理建议制定了一个新的框架.
  • 该系统整合了各种患者数据,包括健康的社会决定因素,以提供量身定制的建议.
  • 提供推的理由,基于EHR数据和既定准则.

结论:

  • 以人工智能和全面的患者数据为基础的个性化预防护理对于改善公共卫生至关重要.
  • 这种由人工智能驱动的方法增强了预防策略,超越了传统的通用方法.
  • 该框架为医疗保健系统中更有效和个性化的疾病预防提供了一条途径.