Jove
Visualize
Contact Us

Related Concept Videos

Types of Hypothesis Testing01:11

Types of Hypothesis Testing

29.7K
There are three types of hypothesis tests: right-tailed, left-tailed, and two-tailed.
When the null and alternative hypotheses are stated, it is observed that the null hypothesis is a neutral statement against which the alternative hypothesis is tested. The alternative hypothesis is a claim that instead has a certain direction. If the null hypothesis claims that p = 0.5, the alternative hypothesis would be an opposing statement to this and can be put either p > 0.5, p < 0.5, or p...
29.7K
Accuracy and Errors in Hypothesis Testing01:13

Accuracy and Errors in Hypothesis Testing

677
Hypothesis testing is a fundamental statistical tool that begins with the assumption that the null hypothesis H0 is true. During this process, two types of errors can occur: Type I and Type II. A Type I error refers to the incorrect rejection of a true null hypothesis, while a Type II error involves the failure to reject a false null hypothesis.
In hypothesis testing, the probability of making a Type I error, denoted as α, is commonly set at 0.05. This significance level indicates a 5%...
677
Hypothesis: Accept or Fail to Reject?01:17

Hypothesis: Accept or Fail to Reject?

29.9K
The outcome of any hypothesis testing leads to rejecting or not rejecting the null hypothesis. This decision is taken based on the analysis of the data, an appropriate test statistic, an appropriate confidence level, the critical values, and P-values. However, when the evidence suggests that the null hypothesis cannot be rejected, is it right to say, 'Accept' the null hypothesis?
There are two ways to indicate that the null hypothesis is not rejected. 'Accept' the null...
29.9K
Null and Alternative Hypotheses01:16

Null and Alternative Hypotheses

13.4K
The actual hypothesis testing begins by considering two hypotheses. They are termed  the null hypothesis and the alternative hypothesis. These hypotheses contain opposing viewpoints.
The null hypothesis, denoted by H0 is a statement of no difference between the variables—they are not related. This can often be considered the status quo. As  a result if you cannot accept the null, it requires some action.
The alternative hypothesis, denoted by H1 or Ha, is a claim about the...
13.4K
What is a Hypothesis?01:14

What is a Hypothesis?

17.1K
A hypothesis can be a simple sentence or statement about a property or any phenomenon observed or predicted for a population. It is usually a claim about a  property of the population. It can be stated for any field observations or experiments. A hypothesis statement cannot be said to be right or wrong as it is merely a statement. It needs to be tested through an elaborate data collection process and an appropriate statistical test. A hypothesis should be a general but not a vague...
17.1K
Errors In Hypothesis Tests01:14

Errors In Hypothesis Tests

6.2K
When performing a hypothesis test, there are four possible outcomes depending on the actual truth (or falseness) of the null hypothesis and the decision to reject or not.
6.2K

You might also read

Related Articles

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

Sort by
Same author

Hypoxic, anemic and cardiac hypoxemia: When does tissue hypoxia begin?

Deutsche medizinische Wochenschrift (1946)·2023
Same author

[Interdisciplinary Perspectives on the Role of Aerosol Transmission in SARS-CoV-2 Infections].

Gesundheitswesen (Bundesverband der Arzte des Offentlichen Gesundheitsdienstes (Germany))·2022
Same author

Conservative management of COVID-19 associated hypoxaemia.

ERJ open research·2021
Same author

Conservative management of COVID-19 associated hypoxaemia.

ERJ open research·2021
Same author

Conservative management of COVID-19 associated hypoxaemia.

ERJ open research·2021
Same author

Bench testing of noninvasive ventilation masks with viral filters for the protection from inhalation of infectious respirable particles.

Journal of occupational and environmental hygiene·2021
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 Experiment Video

Updated: Mar 28, 2026

A Real-Time Interactive System for Studying Confrontational Pursuit Behavior in Rodents
06:25

A Real-Time Interactive System for Studying Confrontational Pursuit Behavior in Rodents

Published on: May 16, 2025

1.6K

[Witch hunt and hypotheses loss].

Dieter Köhler1

  • 1Krankenhaus Kloster Grafschaft, Schmallenberg.

Deutsche Medizinische Wochenschrift (1946)
|December 18, 2015
PubMed
Summary
This summary is machine-generated.

Randomized controlled trials (RCTs) often lack external validity, limiting generalizability beyond study participants. Integrating clinical and pathophysiological data is crucial for broader application of RCT findings.

More Related Videos

Author Spotlight: Unveiling Mechanisms of Stress Resilience - Significant Findings, Advancements, and Future Research
05:03

Author Spotlight: Unveiling Mechanisms of Stress Resilience - Significant Findings, Advancements, and Future Research

Published on: December 15, 2023

5.2K
The Modified Hole Board - Measuring Behavior, Cognition and Social Interaction in Mice and Rats
08:16

The Modified Hole Board - Measuring Behavior, Cognition and Social Interaction in Mice and Rats

Published on: April 8, 2015

18.6K

Related Experiment Videos

Last Updated: Mar 28, 2026

A Real-Time Interactive System for Studying Confrontational Pursuit Behavior in Rodents
06:25

A Real-Time Interactive System for Studying Confrontational Pursuit Behavior in Rodents

Published on: May 16, 2025

1.6K
Author Spotlight: Unveiling Mechanisms of Stress Resilience - Significant Findings, Advancements, and Future Research
05:03

Author Spotlight: Unveiling Mechanisms of Stress Resilience - Significant Findings, Advancements, and Future Research

Published on: December 15, 2023

5.2K
The Modified Hole Board - Measuring Behavior, Cognition and Social Interaction in Mice and Rats
08:16

The Modified Hole Board - Measuring Behavior, Cognition and Social Interaction in Mice and Rats

Published on: April 8, 2015

18.6K

Area of Science:

  • Clinical research methodology
  • Epistemology of scientific inference

Context:

  • Randomized controlled trials (RCTs) are a cornerstone of clinical evidence, typically exhibiting high internal validity for included patient populations.
  • However, generalizing these findings to broader patient groups (external validity) is methodologically challenging and often limited.

Purpose:

  • To critically evaluate the external validity of randomized controlled trials (RCTs).
  • To highlight the epistemological limitations of inductive generalization from RCT data.
  • To propose the necessity of supplementary clinical and pathophysiological data for enhancing the generalizability of RCT results.

Summary:

  • RCTs possess strong intrinsic validity but suffer from low external validity due to limitations in generalizing findings to diverse patient populations.
  • The inductive generalization of RCT results is epistemologically problematic, as established by philosophical principles dating back centuries.
  • Weaknesses in RCT premises, potentially influenced by industry, further diminish the universality and extrinsic validity of trial hypotheses.

Impact:

  • This analysis underscores the need to augment RCT data with clinical and pathophysiological insights to improve the real-world applicability of research findings.
  • Understanding these limitations is vital for clinicians and researchers to interpret and apply evidence responsibly.
  • Addressing the external validity deficit in RCTs is essential for advancing evidence-based medicine and ensuring patient benefit across varied clinical contexts.