Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Correlation and Causation01:27

Correlation and Causation

43.9K
Statistical tests can calculate whether there is a relationship, or correlation, between independent and dependent variables. An indirect relationship of the variables signifies a correlation, while a direct relationship shows causation. If it is determined that no connection exists between the variables, then the correlation is a coincidence.
Correlation versus Causation
If the dependent variable increases or decreases when the independent variable increases, there is a positive or negative...
43.9K
Criteria for Causality: Bradford Hill Criteria - II01:28

Criteria for Causality: Bradford Hill Criteria - II

1.5K
The Bradford Hill criteria serve as guidelines for establishing causative links in epidemiological research. Beyond Strength, Consistency, Specificity, and Temporality, key criteria also include Biological Gradient, Plausibility, Coherence, Experiment, and Analogy. These principles assist scientists in assessing the likelihood of causation in complex biological contexts. Below is a summary of these concepts:
1.5K
Cause and Effect01:53

Cause and Effect

12.7K
While variables are sometimes correlated because one does cause the other, it could also be that some other factor, a confounding variable, is actually causing the systematic movement in our variables of interest. For instance, as sales in ice cream increase, so does the overall rate of crime. Is it possible that indulging in your favorite flavor of ice cream could send you on a crime spree? Or, after committing crime do you think you might decide to treat yourself to a cone?
12.7K
Criteria for Causality: Bradford Hill Criteria - I01:30

Criteria for Causality: Bradford Hill Criteria - I

1.5K
The Bradford Hill criteria are a group of principles that provide a framework to determine a causal relationship between a specific factor and a disease. There are nine criteria that are pivotal in assessing causality in epidemiological studies. Here's a closer look at Strength, Consistency, Specificity, and Temporality criteria with definitions and examples:
1.5K
Causality in Epidemiology01:21

Causality in Epidemiology

2.0K
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
2.0K
Correlation01:09

Correlation

15.9K
In statistics, two variables are said to be correlated if the values of one variable are associated with the other variable. Depending on the relationship between two variables, correlation can be of three types– positive correlation, negative correlation, and zero correlation.
Two variables, for example, a and b, are said to be positively correlated if both variables move in the same direction. In other words, a positive correlation exists between two variables, a and b, if:
15.9K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Multi-spin control from one-spin pulses.

Journal of magnetic resonance (San Diego, Calif. : 1997)·2026
Same author

Reply to "Comment on Aharonov-Bohm Phase Is Locally Generated Like All Other Quantum Phases".

Physical review letters·2025
Same author

Seedless: on-the-fly pulse calculation for NMR experiments.

Nature communications·2025
Same author

Probing spectral features of quantum many-body systems with quantum simulators.

Nature communications·2025
Same author

Temporal witnesses of non-classicality in a macroscopic biological system.

Scientific reports·2024
Same author

Controlling NMR spin systems for quantum computation.

Progress in nuclear magnetic resonance spectroscopy·2024
Same journal

Turbulent flow in a vortex separator with a directed pipe inlet.

Scientific reports·2026
Same journal

Systematic characteristic evaluation of clay-based cementitious material derived from calcium carbide residue and waste tile powder.

Scientific reports·2026
Same journal

Retraction Note: Improvement of a rapid diagnostic application of monoclonal antibodies against avian influenza H7 subtype virus using Europium nanoparticles.

Scientific reports·2026
Same journal

Applying large language models to spam detection in the Kazakh low-resource language setting.

Scientific reports·2026
Same journal

An open-source 3D printing system enabling in-situ freeze-thaw processing of hydrogels.

Scientific reports·2026
Same journal

An enhanced EfficientNet framework for automated waste classification using cosine annealing and label smoothing.

Scientific reports·2026
See all related articles

Related Experiment Video

Updated: Mar 28, 2026

A Photonic System for Generating Unconditional Polarization-Entangled Photons Based on Multiple Quantum Interference
07:56

A Photonic System for Generating Unconditional Polarization-Entangled Photons Based on Multiple Quantum Interference

Published on: September 5, 2019

9.1K

Quantum correlations which imply causation.

Joseph F Fitzsimons1,2, Jonathan A Jones3, Vlatko Vedral2,3,4

  • 1Singapore University of Technology and Design, 20 Dover Drive, Singapore 138682.

Scientific Reports
|December 18, 2015
PubMed
Summary
This summary is machine-generated.

This study introduces a pseudo-density matrix (PDM) to treat space and time equally in quantum physics. PDMs reveal a measure of causality, crucial for understanding quantum systems with non-simultaneous measurements.

More Related Videos

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis
05:59

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis

Published on: October 6, 2023

3.5K
Generation and Coherent Control of Pulsed Quantum Frequency Combs
06:42

Generation and Coherent Control of Pulsed Quantum Frequency Combs

Published on: June 8, 2018

9.8K

Related Experiment Videos

Last Updated: Mar 28, 2026

A Photonic System for Generating Unconditional Polarization-Entangled Photons Based on Multiple Quantum Interference
07:56

A Photonic System for Generating Unconditional Polarization-Entangled Photons Based on Multiple Quantum Interference

Published on: September 5, 2019

9.1K
Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis
05:59

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis

Published on: October 6, 2023

3.5K
Generation and Coherent Control of Pulsed Quantum Frequency Combs
06:42

Generation and Coherent Control of Pulsed Quantum Frequency Combs

Published on: June 8, 2018

9.8K

Area of Science:

  • Quantum Physics
  • Quantum Information Theory
  • Quantum Measurement

Background:

  • In standard quantum mechanics, time is a parameter, not an observable, with states defined at single time instants.
  • Quantum states typically extend across space but are confined to a single point in time.

Purpose of the Study:

  • To explore the implications of defining quantum density matrices for multiple spatial and temporal measurements.
  • To introduce a novel concept, the pseudo-density matrix (PDM), that treats space and time on an equal footing.
  • To develop a measure of causality for quantum systems involving non-simultaneous measurements.

Main Methods:

  • Conceptual introduction of the pseudo-density matrix (PDM) for simultaneous space-time considerations.
  • Development and mathematical proof of a causality measure, demonstrating properties like monotonicity under local operations.
  • Experimental validation using two-qubit Nuclear Magnetic Resonance (NMR) to observe PDM behavior.

Main Results:

  • The pseudo-density matrix (PDM) is shown to be non-positive for non-simultaneous measurements, highlighting a breakdown of standard assumptions.
  • A new measure of causality is defined, effectively discriminating between spatial and temporal correlations in quantum systems.
  • NMR experiments demonstrate that temporal PDMs converge to valid density matrices with increasing decoherence between measurements.

Conclusions:

  • The pseudo-density matrix (PDM) provides a framework for analyzing quantum states across space-time, revealing limitations of traditional approaches.
  • The developed causality measure is essential for understanding the interplay of space and time in quantum correlations.
  • Experimental results confirm the theoretical predictions, showing how decoherence bridges the gap between pseudo-density matrices and valid quantum states.