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cTMed (version 1.0.5)

Continuous Time Mediation

Description

Calculates standard errors and confidence intervals for effects in continuous-time mediation models. This package extends the work of Deboeck and Preacher (2015) and Ryan and Hamaker (2021) by providing methods to generate standard errors and confidence intervals for the total, direct, and indirect effects in these models.

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Version

Install

install.packages('cTMed')

Monthly Downloads

242

Version

1.0.5

License

GPL (>= 3)

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Repository

https://github.com/jeksterslab/cTMed

Homepage

https://jeksterslab.github.io/cTMed/

Maintainer

Ivan Jacob Agaloos Pesigan

Last Published

January 24th, 2025

Functions in cTMed (1.0.5)

BootIndirectCentral

Bootstrap Sampling Distribution for the Indirect Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Bootstrap Sampling Distribution of Standardized Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Delta Method Sampling Variance-Covariance Matrix for the Elements of the Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

Delta Method Sampling Variance-Covariance Matrix for the Elements of the Standardized Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

Bootstrap Sampling Distribution for the Elements of the Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

BootTotalCentral

Bootstrap Sampling Distribution for the Total Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Bootstrap Sampling Distribution for the Elements of the Standardized Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

DeltaIndirectCentral

Delta Method Sampling Variance-Covariance Matrix for the Indirect Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Bootstrap Sampling Distribution of Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Delta Method Sampling Variance-Covariance Matrix for the Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Standardized Indirect Effect of X on Y Through M Over a Specific Time Interval

Delta Method Sampling Variance-Covariance Matrix for the Standardized Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Model-Implied State Covariance Matrix

Indirect Effect of X on Y Through M Over a Specific Time Interval

IndirectCentral

Indirect Effect Centrality

DeltaTotalCentral

Delta Method Sampling Variance-Covariance Matrix for the Total Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Direct Effect of X on Y Over a Specific Time Interval

Standardized Direct Effect of X on Y Over a Specific Time Interval

Model-Implied State Mean Vector

Monte Carlo Sampling Distribution for the Elements of the Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

Monte Carlo Sampling Distribution for the Elements of the Standardized Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

Monte Carlo Sampling Distribution of Total Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Standardized Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Generate Random Drift Matrices Using the Monte Carlo Method

MCIndirectCentral

Monte Carlo Sampling Distribution of Indirect Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Generate Random Drift Matrices and Process Noise Covariance Matrices Using the Monte Carlo Method

Posterior Sampling Distribution for the Elements of the Matrix of Lagged Coefficients Over a Specific Time Interval or a Range of Time Intervals

Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

confint.ctmeddelta

Delta Method Confidence Intervals

confint.ctmedboot

Bootstrap Method Confidence Intervals

PosteriorIndirectCentral

Posterior Distribution of the Indirect Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

plot.ctmeddelta

Plot Method for an Object of Class ctmeddelta

Total Effect Centrality

Plot Method for an Object of Class ctmedmc

Monte Carlo Sampling Distribution of Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Standardized Total Effect Matrix Over a Specific Time Interval

PosteriorTotalCentral

Posterior Distribution of the Total Effect Centrality Over a Specific Time Interval or a Range of Time Intervals

Posterior Distribution of Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

Simulate Trajectories of Variables

summary.ctmeddelta

Summary Method for an Object of Class ctmeddelta

summary.ctmedmc

Summary Method for an Object of Class ctmedmc

Total Effect Matrix Over a Specific Time Interval

Monte Carlo Sampling Distribution of Standardized Total, Direct, and Indirect Effects of X on Y Through M Over a Specific Time Interval or a Range of Time Intervals

print.ctmedeffect

Print Method for Object of Class ctmedeffect

Plot Method for an Object of Class ctmedmed

Print Method for Object of Class ctmedmc

cTMed: Continuous Time Mediation

print.ctmedboot

Print Method for Object of Class ctmedboot

print.ctmeddelta

Print Method for Object of Class ctmeddelta

Plot Method for an Object of Class ctmedtraj

summary.ctmedmed

Summary Method for an Object of Class ctmedmed

summary.ctmedposteriorphi

Summary Method for Object of Class ctmedposteriorphi

print.ctmedtraj

Print Method for Object of Class ctmedtraj

confint.ctmedmc

Monte Carlo Method Confidence Intervals

summary.ctmedboot

Summary Method for an Object of Class ctmedboot

summary.ctmedtraj

Summary Method for an Object of Class ctmedtraj

Plot Method for an Object of Class ctmedboot

print.ctmedmcphi

Print Method for Object of Class ctmedmcphi

Print Method for Object of Class ctmedmed