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Related Concept Videos

Cardiovascular System Abnormal Findings II: Auscultation01:25

Cardiovascular System Abnormal Findings II: Auscultation

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Auscultation, an essential part of a heart examination, is done using a stethoscope. It provides crucial information about heart function and possible heart problems. Due to heart problems, abnormal sounds can be heard during systole or diastole. These sounds include S3 and S4 gallops, opening snaps, systolic clicks, and murmurs.
Abnormal Heart Sounds
Gallops:
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Assessment of apical pulse01:17

Assessment of apical pulse

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Assessing the Apical Pulse
Assessing the apical pulse is a critical nursing procedure, particularly indicated for:
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Assessment of the Cardiovascular System IV: Auscultation01:25

Assessment of the Cardiovascular System IV: Auscultation

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Cardiac auscultation is a clinical skill used to assess heart function and detect abnormalities. It involves listening to heart sounds at specific anatomical locations through a stethoscope.
Normal Heart Sounds
S1 (First Heart Sound)-
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S2 (Second Heart Sound)-
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Special considerations while measuring blood pressure01:28

Special considerations while measuring blood pressure

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When assessing blood pressure (BP), healthcare professionals must consider various factors and potential unexpected outcomes to ensure accurate readings and provide proper patient care. Adhering to these guidelines is essential to achieving the most reliable results.
Monitoring Both Arms:
Monitoring BP in both arms during the initial assessment is advisable, as the systolic value may differ by five to ten mm Hg between arms. For subsequent BP assessments, use the arm with the higher reading.
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Assessment of blood pressure in brachial artery(two-step method)01:23

Assessment of blood pressure in brachial artery(two-step method)

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Measuring blood pressure is a fundamental skill in healthcare that aids in diagnosing and monitoring hypertension and other cardiovascular conditions. An aneroid sphygmomanometer, commonly used in clinical settings, offers a manual and precise method for blood pressure measurement. The technique for using this instrument involves specific steps that must be carefully executed to ensure accuracy. The following detailed description outlines a two-step technique for assessing blood pressure using...
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Assessment of blood pressure in brachial artery(one-step method)01:15

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This procedural guide systematically measures blood pressure using an oscillometric digital sphygmomanometer, emphasizing accuracy, patient safety, and comfort.
Prepare for the Procedure:
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Related Experiment Video

Updated: Jun 9, 2025

Measuring Cardiac Autonomic Nervous System ANS Activity in Children
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Phonocardiogram (PCG) Murmur Detection Based on the Mean Teacher Method.

Yi Luo1, Zuoming Fu2, Yantian Ding3

  • 1Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21287, USA.

Sensors (Basel, Switzerland)
|October 26, 2024
PubMed
Summary
This summary is machine-generated.

Early detection of cardiovascular diseases (CVDs) is crucial. Our new method using heart sound analysis (Phonocardiograms) achieved state-of-the-art performance for identifying murmurs, offering an accessible tool for early CVD assessment.

Keywords:
cardiovascular disease (CVD)low and middle-income countries (LMICs)mean teachermurmur detectionnon-invasive assessmentphonocardiogram (PCG)semi-supervised learning

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Area of Science:

  • Cardiology
  • Biomedical Engineering
  • Artificial Intelligence in Healthcare

Background:

  • Cardiovascular diseases (CVDs) are a leading global cause of mortality.
  • Early detection of CVDs, especially in pediatric populations, is vital for effective management.
  • Phonocardiograms (PCGs) offer a non-invasive method for assessing cardiac function and detecting abnormalities like murmurs.

Purpose of the Study:

  • To develop an accurate and accessible tool for early-stage cardiovascular disease assessment.
  • To improve the detection of heart murmurs using phonocardiogram (PCG) signals.
  • To address the public health challenge of early CVD diagnosis in underprivileged regions.

Main Methods:

  • Utilized the mean teacher method for murmur detection in PCG signals.
  • Trained the model on the PhysioNet 2022 and PhysioNet 2016 PCG datasets.
  • Evaluated performance using the murmur score and Area Under the Curve (AUC) metrics.

Main Results:

  • Achieved state-of-the-art (SOTA) performance in murmur detection.
  • Obtained a murmur score of 0.82 and an AUC score of 0.90.
  • Demonstrated the effectiveness of the proposed method for early CVD assessment.

Conclusions:

  • The developed mean teacher method provides a high-accuracy, non-invasive tool for early CVD detection.
  • This approach is particularly beneficial for low and middle-income countries (LMICs).
  • Accessible early-stage CVD assessment can significantly mitigate mortality rates.