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Diffusion01:12

Diffusion

Diffusion is the passive movement of substances down their concentration gradients—requiring no expenditure of cellular energy. Substances, such as molecules or ions, diffuse from an area of high concentration to an area of low concentration in the cytosol or across membranes. Eventually, the concentration will even out, with the substance moving randomly but causing no net change in concentration. Such a state is called dynamic equilibrium, which is essential for maintaining overall...
Diffusion01:21

Diffusion

Diffusion is a type of passive transport. In passive transport, a substance tends to move from an area of high concentration to an area of low concentration until the concentration is equal across the space. For example, take the diffusion of substances through the air. When someone opens a perfume bottle in a room filled with people, the perfume is at its highest concentration in the bottle and is at its lowest at the edges of the room. The perfume vapor will diffuse, or spread away, from the...
Passive Diffusion: Overview and Kinetics01:17

Passive Diffusion: Overview and Kinetics

Passive diffusion is a critical process that allows small lipophilic drugs to cross the cell membrane along a concentration gradient. This mechanism's efficiency depends on four primary factors: the membrane's surface area, the drug's lipid-water partition coefficient, the concentration gradient, and the membrane's thickness.
When administered orally, drugs establish a substantial concentration gradient between the gastrointestinal (GI) lumen and the bloodstream, expediting their diffusion into...
Behavior of Gas Molecules: Molecular Diffusion, Mean Free Path, and Effusion03:48

Behavior of Gas Molecules: Molecular Diffusion, Mean Free Path, and Effusion

Although gaseous molecules travel at tremendous speeds (hundreds of meters per second), they collide with other gaseous molecules and travel in many different directions before reaching the desired target. At room temperature, a gaseous molecule will experience billions of collisions per second. The mean free path is the average distance a molecule travels between collisions. The mean free path increases with decreasing pressure; in general, the mean free path for a gaseous molecule will be...
In Vitro Drug Dissolution: Alternative Methods01:17

In Vitro Drug Dissolution: Alternative Methods

Alternative drug dissolution methods include the rotating bottle, intrinsic dissolution test, peristalsis, and the Franz diffusion cell method. The rotating bottle method involves meticulously rotating tightly capped controlled-release beads in a temperature-controlled bath. Periodic decanting of samples allows for residue assay, followed by refilling with fresh medium and testing at various pH levels to emulate the gastrointestinal tract conditions.In contrast, the intrinsic dissolution test...
Methods for Studying Drug Absorption: In vitro01:16

Methods for Studying Drug Absorption: In vitro

In vitro experiments are crucial for understanding the transport and absorption of drugs through biological materials. These studies employ varied methods such as the diffusion cell method, the everted sac technique, and the everted ring technique.
The diffusion cell method uses a two-compartment cell, including a donor compartment with the drug solution, which simulates the environment where the drug is applied, and a receptor compartment with a buffer solution, which simulates the environment...

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Related Experiment Video

Updated: Jun 28, 2026

In Situ Monitoring of Diffusion of Guest Molecules in Porous Media Using Electron Paramagnetic Resonance Imaging
06:34

In Situ Monitoring of Diffusion of Guest Molecules in Porous Media Using Electron Paramagnetic Resonance Imaging

Published on: September 2, 2016

The EZ diffusion method: too EZ?

Roger Ratcliff1

  • 1Ohio State University, Columbus, OH, USA. ratcliff.22@osu.edu

Psychonomic Bulletin & Review
|November 13, 2008
PubMed
Summary
This summary is machine-generated.

The EZ method for fitting diffusion models offers a simpler approach but has limitations. It is sensitive to outliers and less efficient, making it unsuitable for accurate parameter estimation.

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Area of Science:

  • Cognitive psychology
  • Computational neuroscience
  • Decision science

Background:

  • The diffusion model is a key tool for understanding fast two-choice decisions.
  • The EZ method offers a simplified alternative to traditional chi-square fitting for diffusion models.

Discussion:

  • This paper critically evaluates the EZ method, highlighting its limitations compared to the chi-square method.
  • EZ is highly sensitive to outlier response times (RTs) and generally less efficient in parameter recovery.
  • EZ can lead to misinterpretations when data assumptions are violated, particularly with small sample sizes or high accuracy.

Key Insights:

  • The EZ method's simplicity comes at the cost of robustness and accuracy.
  • EZ is prone to errors in parameter estimation under specific experimental conditions (e.g., high accuracy, small N).
  • The chi-square method remains superior for reliable parameter estimation and model fit assessment.

Outlook:

  • EZ may be useful for preliminary parameter space exploration.
  • Researchers should exercise caution and avoid using EZ for definitive parameter estimation or model evaluation.
  • Future research should focus on developing more robust fitting methods for cognitive models.