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Related Concept Videos

Pulse rhythm01:30

Pulse rhythm

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Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
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Holter Monitor: 24-Hour Monitoring01:23

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Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
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Specialized Care Centers and Settings-I01:30

Specialized Care Centers and Settings-I

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Specialized care settings or centers are situated in convenient locations within the community and offer care to a specific group or population. They consist of daycare facilities, mental health facilities, rural health facilities, educational institutions, industries, shelters for the homeless, and rehabilitation facilities.
Daycare centers
They provide several functions. Some facilities care for healthy newborns and children whose parents work, while others are medically focused and care for...
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Integrated Healthcare System01:20

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An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
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Tertiary Healthcare System01:21

Tertiary Healthcare System

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Specialized care provided over an extended period is called tertiary care. Usually, a primary or secondary care physician will refer a patient to tertiary care. A patient's maximum physical and mental function is restored in tertiary care, which is caused due to the impact of a chronic illness or condition. Tertiary care aims to achieve the highest level of functioning possible while managing chronic illness. For example, a patient who falls and fractures their hip will need secondary care...
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Nursing Clinical Information System01:27

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Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
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Related Experiment Video

Updated: Nov 30, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
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Real-Time Monitoring System to Manage Mental Healthcare Emergency Unit.

Samy Housbane1,2, Adil Khoubila2,3, Khaoula Ajbal1,2

  • 1Medical Informatics Laboratory, Faculty of Medicine and Pharmacy, University Hassan II, Casablanca, Morocco.

Healthcare Informatics Research
|November 16, 2020
PubMed
Summary
This summary is machine-generated.

This study presents a real-time healthcare monitoring system using free data science tools, offering an affordable alternative to expensive business intelligence solutions for managing emergency units. The system provides essential insights for improved clinical decision-making and operational efficiency.

Keywords:
ClinicalClinical InformaticsComputer-AssistedData ScienceDecision Support SystemsDecision-MakingHealth Information Systems

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Area of Science:

  • Health Informatics
  • Data Science in Healthcare
  • Business Intelligence Applications

Background:

  • Proprietary business intelligence (BI) solutions for real-time healthcare data are often unaffordable for smaller facilities, especially in developing nations.
  • Effective decision-making in healthcare requires timely information for both clinical practice and operational management.
  • Limited resources hinder the adoption of advanced BI tools in many healthcare settings.

Observation:

  • A real-time healthcare monitoring system was designed and implemented using free BI tools and Python.
  • The system integrates with Electronic Medical Records (EMR) to provide actionable insights.
  • The implementation focused on a university mental health emergency unit.

Findings:

  • Three key dashboards were developed: patient waiting time, next patient clinical note summary, and 24-hour activity insights.
  • The system provides real-time data visualization to support health professionals.
  • The solution demonstrates the feasibility of using open-source tools for healthcare monitoring.

Implications:

  • This cost-effective model can be adopted by resource-limited healthcare facilities.
  • Success hinges on investing in human resources, training, organizational processes, and data quality.
  • Free and user-friendly data science tools offer a viable alternative to expensive proprietary BI systems.