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Related Concept Videos

SBAR II: Application of SBAR01:14

SBAR II: Application of SBAR

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SBAR is an effective communication tool used by healthcare professionals to communicate patient information accurately. SBAR stands for Situation, Background, Assessment, and Recommendation. For a better understanding, an example is given below.
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
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Nursing Evaluation01:15

Nursing Evaluation

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The evaluation stage signals the end of the nursing process. The nurse gathers evaluative data to assess whether or not the patient has attained the expected results. Whereas the nurse collects data in the nursing assessment to identify the patient's health concerns, the evaluation stage data determines if the indicated health issues are resolved. Evaluative data collection includes two sections: the data acquired to evaluate patient outcomes and the time criteria for data collection.
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Methods Of Healthcare Delivery System01:26

Methods Of Healthcare Delivery System

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At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
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Models of Health Promotion and Illness Prevention II01:18

Models of Health Promotion and Illness Prevention II

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The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
1.7K
Secondary Healthcare System01:11

Secondary Healthcare System

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Secondary healthcare is offered by a specialist, generally in hospitals or clinics for patients referred by primary healthcare providers. It occurs when a person has an illness or injury that requires specific medical care. Secondary care is often referred to as acute care. Secondary care can range from uncomplicated care to repair a minor laceration or treat a strep throat infection to more complicated emergent care, such as treating a head injury sustained in an automobile accident. Whatever...
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Models of Health Promotion and Illness Prevention I01:25

Models of Health Promotion and Illness Prevention I

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A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
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Related Experiment Video

Updated: Sep 10, 2025

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
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Recommender Systems in Health Professions Education: Protocol for a Scoping Review.

Padraig Mark Healy1,2, Colm O'Tuathaigh1, Ciara Heavin3

  • 1School of Medicine, Medical Education Unit, University College Cork, Cork, Ireland.

JMIR Research Protocols
|August 21, 2025
PubMed
Summary
This summary is machine-generated.

This scoping review examines recommender systems in health professions education (HPE). It maps current literature to guide educators in using these precision education tools effectively.

Keywords:
HPEhealth professions educationpersonalized learningprecision educationrecommender systems

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Area of Science:

  • Educational Technology
  • Health Professions Education
  • Recommender Systems

Background:

  • Precision education in health professions education (HPE) tailors learning to individual needs.
  • Recommender systems offer personalized learning pathways, content, and feedback.
  • Abundant learning resources necessitate tools for effective selection.

Purpose of the Study:

  • To conduct a comprehensive literature review on recommender systems in HPE.
  • To map the current landscape, identify research gaps, and effective practices.

Main Methods:

  • Scoping review following Arksey and O'Malley framework.
  • Extensive database and gray literature searches (2000-2025).
  • PRISMA-ScR guidelines for reporting; Covidence for data management.

Main Results:

  • Study is in the results phase, with data extraction ongoing.
  • Expected completion and manuscript submission in winter 2025.

Conclusions:

  • This review will provide a comprehensive overview of recommender systems in HPE.
  • Findings will inform educators on integrating these systems for improved learning outcomes.