manymome

Mediation, Moderation and Moderated-Mediation After Model Fitting

v0.3.3 · Jan 7, 2026 · GPL (>= 3)

Description

Computes indirect effects, conditional effects, and conditional indirect effects in a structural equation model or path model after model fitting, with no need to define any user parameters or label any paths in the model syntax, using the approach presented in Cheung and Cheung (2024) <doi:10.3758/s13428-023-02224-z>. Can also form bootstrap confidence intervals by doing bootstrapping only once and reusing the bootstrap estimates in all subsequent computations. Supports bootstrap confidence intervals for standardized (partially or completely) indirect effects, conditional effects, and conditional indirect effects as described in Cheung (2009) <doi:10.3758/BRM.41.2.425> and Cheung, Cheung, Lau, Hui, and Vong (2022) <doi:10.1037/hea0001188>. Model fitting can be done by structural equation modeling using lavaan() or regression using lm().

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CRAN Check Status

2 ERROR

12 OK

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	OK	613.4s
r-devel-linux-x86_64-debian-gcc	OK	350.1s
r-devel-linux-x86_64-fedora-clang	OK	974s
r-devel-linux-x86_64-fedora-gcc	OK	939.3s
r-devel-macos-arm64	OK	93s
r-devel-windows-x86_64	OK	430s
r-oldrel-macos-arm64	OK	101s
r-oldrel-macos-x86_64	OK	758s
r-oldrel-windows-x86_64	ERROR	561s
r-patched-linux-x86_64	OK	589.4s
r-release-linux-x86_64	OK	583.7s
r-release-macos-arm64	OK	105s
r-release-macos-x86_64	OK	438s
r-release-windows-x86_64	ERROR	410s

Check details (15 non-OK)

OK r-devel-linux-x86_64-debian-clang

OK r-devel-linux-x86_64-debian-gcc

OK r-devel-linux-x86_64-fedora-clang

OK r-devel-linux-x86_64-fedora-gcc

OK r-devel-macos-arm64

OK r-devel-windows-x86_64

OK r-oldrel-macos-arm64

OK r-oldrel-macos-x86_64

NOTE r-oldrel-windows-x86_64

package dependencies

Packages suggested but not available for checking: 'semPlot', 'semptools'

ERROR r-oldrel-windows-x86_64

tests

  Running 'testthat.R' [233s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > library(testthat)
  > library(manymome)
  > 
  > test_check("manymome")
  Starting 2 test processes.
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med: 0.230
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.351
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.121
  > test_delta_med_boot.R: Variance of y                             : 6.273
  > test_delta_med_boot.R: Variance of predicted y                   : 2.203
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.759
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med: 0.23021
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.35122
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.12101
  > test_delta_med_boot.R: Variance of y                             : 6.27337
  > test_delta_med_boot.R: Variance of predicted y                   : 2.20333
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.75912
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :          0.230
  > test_delta_med_boot.R: 95.0% Bootstrap percentile confidence interval: [0.088, 0.316]
  > test_delta_med_boot.R: Number of bootstrap samples                   :            100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.351
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.121
  > test_delta_med_boot.R: Variance of y                             : 6.273
  > test_delta_med_boot.R: Variance of predicted y                   : 2.203
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.759
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :           0.2302
  > test_delta_med_boot.R: 95.0% Bootstrap percentile confidence interval: [0.0882, 0.3159]
  > test_delta_med_boot.R: Number of bootstrap samples                   :              100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.3512
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.1210
  > test_delta_med_boot.R: Variance of y                             : 6.2734
  > test_delta_med_boot.R: Variance of predicted y                   : 2.2033
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.7591
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :           0.2302
  > test_delta_med_boot.R: 80.0% Bootstrap percentile confidence interval: [0.1438, 0.2933]
  > test_delta_med_boot.R: Number of bootstrap samples                   :              100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.3512
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.1210
  > test_delta_med_boot.R: Variance of y                             : 6.2734
  > test_delta_med_boot.R: Variance of predicted y                   : 2.2033
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.7591
  > test_skip_ci_min_size_2.R: 
  
  Error:
  ! testthat subprocess exited in file 'test_skip_ci_min_size_2.R'.
  Caused by error:
  ! R session crashed with exit code -1073741819
  Backtrace:
       ▆
    1. └─testthat::test_check("manymome")
    2.   └─testthat::test_dir(...)
    3.     └─testthat:::test_files(...)
    4.       └─testthat:::test_files_parallel(...)
    5.         ├─withr::with_dir(...)
    6.         │ └─base::force(code)
    7.         ├─testthat::with_reporter(...)
    8.         │ └─base::tryCatch(...)
    9.         │   └─base (local) tryCatchList(expr, classes, parentenv, handlers)
   10.         │     └─base (local) tryCatchOne(expr, names, parentenv, handlers[[1L]])
   11.         │       └─base (local) doTryCatch(return(expr), name, parentenv, handler)
   12.         └─testthat:::parallel_event_loop_chunky(queue, reporters, ".")
   13.           └─queue$poll(Inf)
   14.             └─base::lapply(...)
   15.               └─testthat (local) FUN(X[[i]], ...)
   16.                 └─private$handle_error(msg, i)
   17.                   └─cli::cli_abort(...)
   18.                     └─rlang::abort(...)
  Execution halted

OK r-patched-linux-x86_64

OK r-release-linux-x86_64

OK r-release-macos-arm64

OK r-release-macos-x86_64

ERROR r-release-windows-x86_64

tests

  Running 'testthat.R' [155s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > library(testthat)
  > library(manymome)
  > 
  > test_check("manymome")
  Starting 2 test processes.
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med: 0.230
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.351
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.121
  > test_delta_med_boot.R: Variance of y                             : 6.273
  > test_delta_med_boot.R: Variance of predicted y                   : 2.203
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.759
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med: 0.23021
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.35122
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.12101
  > test_delta_med_boot.R: Variance of y                             : 6.27337
  > test_delta_med_boot.R: Variance of predicted y                   : 2.20333
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.75912
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :          0.230
  > test_delta_med_boot.R: 95.0% Bootstrap percentile confidence interval: [0.088, 0.316]
  > test_delta_med_boot.R: Number of bootstrap samples                   :            100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.351
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.121
  > test_delta_med_boot.R: Variance of y                             : 6.273
  > test_delta_med_boot.R: Variance of predicted y                   : 2.203
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.759
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :           0.2302
  > test_delta_med_boot.R: 95.0% Bootstrap percentile confidence interval: [0.0882, 0.3159]
  > test_delta_med_boot.R: Number of bootstrap samples                   :              100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.3512
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.1210
  > test_delta_med_boot.R: Variance of y                             : 6.2734
  > test_delta_med_boot.R: Variance of predicted y                   : 2.2033
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.7591
  > test_delta_med_boot.R: Call:
  > test_delta_med_boot.R: delta_med(x = "x", y = "y", m = "m", fit = fit, boot_out = boot_out, 
  > test_delta_med_boot.R:     progress = FALSE)
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Predictor (x)       : x 
  > test_delta_med_boot.R: Mediator(s) (m)     : m 
  > test_delta_med_boot.R: Outcome variable (y): y 
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Delta_med                                     :           0.2302
  > test_delta_med_boot.R: 80.0% Bootstrap percentile confidence interval: [0.1438, 0.2933]
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Number of bootstrap samples                   :              100
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Paths removed:
  > test_delta_med_boot.R:  m~x
  > test_delta_med_boot.R: 
  > test_delta_med_boot.R: Additional information:
  > test_delta_med_boot.R: R-sq: Original                            : 0.3512
  > test_delta_med_boot.R: R-sq: Mediator(s) removed                 : 0.1210
  > test_delta_med_boot.R: Variance of y                             : 6.2734
  > test_delta_med_boot.R: Variance of predicted y                   : 2.2033
  > test_delta_med_boot.R: Variance of predicted: mediator(s) removed: 0.7591
  > test_q_fct_mediation_sem_lm2lav.R: 
  
  Error:
  ! testthat subprocess exited in file
    'test_q_fct_mediation_sem_lm2lav.R'.
  Caused by error:
  ! R session crashed with exit code -1073741819
  Backtrace:
       ▆
    1. └─testthat::test_check("manymome")
    2.   └─testthat::test_dir(...)
    3.     └─testthat:::test_files(...)
    4.       └─testthat:::test_files_parallel(...)
    5.         ├─withr::with_dir(...)
    6.         │ └─base::force(code)
    7.         ├─testthat::with_reporter(...)
    8.         │ └─base::tryCatch(...)
    9.         │   └─base (local) tryCatchList(expr, classes, parentenv, handlers)
   10.         │     └─base (local) tryCatchOne(expr, names, parentenv, handlers[[1L]])
   11.         │       └─base (local) doTryCatch(return(expr), name, parentenv, handler)
   12.         └─testthat:::parallel_event_loop_chunky(queue, reporters, ".")
   13.           └─queue$poll(Inf)
   14.             └─base::lapply(...)
   15.               └─testthat (local) FUN(X[[i]], ...)
   16.                 └─private$handle_error(msg, i)
   17.                   └─cli::cli_abort(...)
   18.                     └─rlang::abort(...)
  Execution halted

Check History

ERROR 12 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE Mar 9, 2026

ERROR r-release-windows-x86_64

tests

  Running 'testthat.R' [155s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > library(testthat)
  > library(manymome)
  > 
  > test_check("manymome")
  Starting 2 test processes.
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1: Simulate estimates
  > test_cond_indirect_lavaan.R: Stage 2: Compute implied statistics
  > test_cond_indirect_lavaan.R: Stage 1

ERROR r-oldrel-windows-x86_64

package dependencies

Packages suggested but not available for checking: 'semPlot', 'semptools'

Reverse Dependencies (5)

imports

betaselectr manymome.table modelbpp power4mome stdmod

Dependency Network

Version History

new 0.3.3 Mar 9, 2026

Maintainer

Shu Fai Cheung

Dependencies

Depends

R (>= 3.5.0)

Imports

lavaan boot parallel pbapply stats ggplot2 igraph MASS methods lmhelprs

Suggests

knitr rmarkdown lavaan.mi Amelia mice semPlot semptools (>= 0.3.2) testthat (>= 3.0.0)

Compilation

No compilation needed

First Published

Mar 9, 2026

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CRAN Checks

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