Home Web Front-end Bootstrap Tutorial How to see the p value of bootstrap mediation effect test results

How to see the p value of bootstrap mediation effect test results

Apr 05, 2024 am 01:45 AM
bootstrap

In a Bootstrap mediated effect test, a p-value less than 0.05 indicates that the observed test statistic is extremely unlikely to occur assuming no mediated effect. The hypothesis of no mediation effect is rejected and the mediation effect is supported to reach statistical significance.

How to see the p value of bootstrap mediation effect test results

Interpretation of the p value in the Bootstrap mediation effect test results

In the Bootstrap mediation effect test, the p value is Key indicators for assessing the significance of mediation effects. A p value less than 0.05 indicates that the mediating effect has reached statistical significance, and a p value greater than 0.05 indicates that it has not reached significance.

The meaning of p value

The p value indicates that the test statistic (for example, Sobel test statistic) obtained under the assumption of no mediation effect is greater than or equal to The probability of an observation.

  • p < 0.05: This means that the observed test statistic is extremely unlikely to occur under the assumption of no mediating effects. Therefore, the hypothesis of no mediating effect is rejected and the mediating effect is considered to be statistically significant.
  • p > 0.05: This means that the observed test statistic has a high probability of occurring under the assumption of no mediation effect. Therefore, the hypothesis of no mediating effect cannot be rejected and it is considered that the mediating effect has not reached statistical significance.

Note:

  • The p value is a probability judgment, not a deterministic judgment.
  • Even if the p value reaches the significance level, the actual significance of the mediation effect needs to be interpreted with caution.
  • In addition to p-values, other metrics such as confidence intervals and effect sizes should also be considered.

The above is the detailed content of How to see the p value of bootstrap mediation effect test results. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

AI Hentai Generator

AI Hentai Generator

Generate AI Hentai for free.

Hot Article

R.E.P.O. Energy Crystals Explained and What They Do (Yellow Crystal)
2 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
Hello Kitty Island Adventure: How To Get Giant Seeds
1 months ago By 尊渡假赌尊渡假赌尊渡假赌
Two Point Museum: All Exhibits And Where To Find Them
1 months ago By 尊渡假赌尊渡假赌尊渡假赌

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

How to introduce bootstrap into Eclipse How to introduce bootstrap into Eclipse Apr 05, 2024 am 02:30 AM

Introduce Bootstrap in Eclipse in five steps: Download the Bootstrap file and unzip it. Import the Bootstrap folder into the project. Add Bootstrap dependency. Load Bootstrap CSS and JS in HTML files. Start using Bootstrap to enhance your user interface.

How to read the bootstrap mediation effect test results in stata How to read the bootstrap mediation effect test results in stata Apr 05, 2024 am 01:48 AM

Interpretation steps of Bootstrap mediation effect test in Stata: Check the sign of the coefficient: Determine the positive or negative direction of the mediation effect. Test p value: less than 0.05 indicates that the mediating effect is significant. Check the confidence interval: not containing zero indicates that the mediation effect is significant. Comparing the median p-value: less than 0.05 further supports the significance of the mediation effect.

750,000 rounds of one-on-one battle between large models, GPT-4 won the championship, and Llama 3 ranked fifth 750,000 rounds of one-on-one battle between large models, GPT-4 won the championship, and Llama 3 ranked fifth Apr 23, 2024 pm 03:28 PM

Regarding Llama3, new test results have been released - the large model evaluation community LMSYS released a large model ranking list. Llama3 ranked fifth, and tied for first place with GPT-4 in the English category. The picture is different from other benchmarks. This list is based on one-on-one battles between models, and the evaluators from all over the network make their own propositions and scores. In the end, Llama3 ranked fifth on the list, followed by three different versions of GPT-4 and Claude3 Super Cup Opus. In the English single list, Llama3 overtook Claude and tied with GPT-4. Regarding this result, Meta’s chief scientist LeCun was very happy and forwarded the tweet and

How to introduce idea into bootstrap How to introduce idea into bootstrap Apr 05, 2024 am 02:33 AM

Steps to introduce Bootstrap in IntelliJ IDEA: Create a new project and select "Web Application". Add "Bootstrap" Maven dependency. Create an HTML file and add Bootstrap references. Replace with the actual path to the Bootstrap CSS file. Run the HTML file to use Bootstrap styles. Tip: Use a CDN to import Bootstrap or customize HTML file templates.

How to use bootstrap to test mediation effects How to use bootstrap to test mediation effects Apr 05, 2024 am 03:57 AM

The Bootstrap test uses resampling technology to evaluate the reliability of the statistical test and is used to prove the significance of the mediation effect: first, calculate the confidence interval of the direct effect, indirect effect and mediation effect; secondly, calculate the significance of the mediation type according to the Baron and Kenny or Sobel method. significance; and finally estimate the confidence interval for the natural indirect effect.

How to read the results of bootstrap mediation test How to read the results of bootstrap mediation test Apr 05, 2024 am 03:30 AM

The Bootstrap mediation test evaluates the mediation effect by resampling the data multiple times: Indirect effect confidence interval: indicates the estimated range of the mediation effect. If the interval does not contain zero, the effect is significant. p-value: Evaluates the probability that the confidence interval does not contain zero, with values ​​less than 0.05 indicating significant. Sample size: The number of data samples used for analysis. Bootstrap subsampling times: the number of repeated samplings (500-2000 times). If the confidence interval does not contain zero and the p-value is less than 0.05, the mediation effect is significant, indicating that the mediating variable explains the relationship between the independent and dependent variables.

What is the difference between bootstrap and springboot What is the difference between bootstrap and springboot Apr 05, 2024 am 04:00 AM

The main difference between Bootstrap and Spring Boot is: Bootstrap is a lightweight CSS framework for website styling, while Spring Boot is a powerful, out-of-the-box backend framework for Java web application development. Bootstrap is based on CSS and HTML, while Spring Boot is based on Java and the Spring framework. Bootstrap focuses on creating the look and feel of a website, while Spring Boot focuses on back-end functionality. Spring Boot can be integrated with Bootstrap to create fully functional, beautiful

How to export the results of bootstrap test mediation effect stata command How to export the results of bootstrap test mediation effect stata command Apr 05, 2024 am 03:39 AM

Export the results of the Bootstrap mediation effect test in Stata: Save the results: bootstrap post Create variable list: local vars: coef se ci Export the results (CSV): export delimited results.csv, varlist(`vars') replace comma nolabel

See all articles