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Median01:08

Median

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Besides mean, the median is a widely used measure of central tendency. Typically, median is defined as the central or middle value of a data set, measured by arranging the data elements in an increasing or decreasing order. Since this middle value is not affected by the precise numerical values of the outliers or fluctuations, it is insensitive to them. Hence, in cases where a data set may have outliers or the extreme values are not known, the median is a better measure of the central tendency...
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Sign Test for Median of Single Population01:20

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In general, the sign test serves as a nonparametric method to test hypotheses about the median of a single population when the data does not follow a known distribution. This simplicity makes it particularly useful for small sample sizes or when the assumptions of parametric tests cannot be met. The process begins with identifying a null hypothesis, typically stating that the population median equals a specific value. The alternative hypothesis could be that the median is either not equal to,...
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The concept of work involves force and displacement; meanwhile, the work-energy theorem relates the net work done on a body to the difference in its kinetic energy, calculated between two points on its trajectory. While none of these quantities or relations involves time explicitly, we know that the time available to accomplish work is often just as important as the amount of work itself. For example, sprinters in a race may have achieved the same velocity at the finish, therefore,...
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Frequency-dependent Selection01:21

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When the fitness of a trait is influenced by how common it is (i.e., its frequency) relative to different traits within a population, this is referred to as frequency-dependent selection. Frequency-dependent selection may occur between species or within a single species. This type of selection can either be positive—with more common phenotypes having higher fitness—or negative, with rarer phenotypes conferring increased fitness.
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Exercise Stress Test01:26

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Introduction
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
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Exercise and Muscle Performance01:27

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Exercise induces a range of adaptations in muscle tissue, depending on the type and duration of activity. Such physical training can be broadly categorized into two types: endurance exercises and resistance exercises.
Endurance exercises
Endurance exercises involve running, swimming, or cycling, which require repetitive movements with low force output. When a person engages in endurance exercise, a few noticeable changes occur in their skeletal muscles. For instance, the number of capillaries...
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Updated: Feb 10, 2026

Non-invasive Assessments of Subjective and Objective Recovery Characteristics Following an Exhaustive Jump Protocol
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EMG median power frequency in an exhausting exercise.

W Ament1, G J Bonga, A L Hof

  • 1Centre for Biomedical Technology, University of Groningen, The Netherlands.

Journal of Electromyography and Kinesiology : Official Journal of the International Society of Electrophysiological Kinesiology
|September 28, 2010
PubMed
Summary

This study investigated calf muscle fatigue during intense exercise. Electromyography (EMG) median power frequency declined significantly, indicating local muscle fatigue after exhausting treadmill runs.

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Area of Science:

  • Exercise Physiology
  • Biomedical Engineering
  • Sports Science

Background:

  • Muscle fatigue is a complex physiological response to exercise.
  • Electromyography (EMG) is a valuable tool for assessing muscle function.
  • Median power frequency (MPF) is a common EMG spectral analysis parameter used to detect muscle fatigue.

Purpose of the Study:

  • To investigate changes in calf muscle EMG median power frequency during and after exhausting treadmill exercise.
  • To determine if MPF shifts during dynamic exercise are indicative of local muscle fatigue.

Main Methods:

  • Subjects performed an exhausting uphill treadmill run (average endurance 1.5 min).
  • EMG median power frequency of calf muscles (soleus, gastrocnemius medialis, gastrocnemius lateralis) was recorded during the run.
  • Isometric contractions were performed before, immediately after, and at 1-minute intervals for 10 minutes post-exercise to measure post-exercise recovery of MPF.

Main Results:

  • Calf muscle MPF declined by over 10% during the treadmill run.
  • Immediately post-exercise, isometric MPF decreased by <5% for soleus and >10% for gastrocnemius muscles.
  • Isometric MPF returned to pre-exercise levels within 10 minutes after the run.

Conclusions:

  • The shift of EMG median power frequency to lower frequencies during dynamic exercise suggests local muscle fatigue in the calf muscles.
  • Calf muscles, particularly gastrocnemius, show significant fatigue during short, intense exercise.
  • Recovery of muscle function, as indicated by MPF, is relatively rapid within 10 minutes post-exercise.