Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Analyzing multiple mediator model using brms and bayestestR #475

Open
MichaelWeaver01 opened this issue Oct 13, 2021 · 3 comments
Open

Analyzing multiple mediator model using brms and bayestestR #475

MichaelWeaver01 opened this issue Oct 13, 2021 · 3 comments
Labels
bug 🐛 Something isn't working

Comments

@MichaelWeaver01
Copy link

MichaelWeaver01 commented Oct 13, 2021

Describe the bug
When trying to run a mediation analysis having more than 1 mediation path using brms (2.16.1) and bayestestR (0.11.0), I get the following messages:

Error in .subset2(x, i, exact = exact) : subscript out of bounds
In addition: Warning messages:
1: In response == mediator :
  longer object length is not a multiple of shorter object length
2: In response != mediator :
  longer object length is not a multiple of shorter object length
3: In if (variable %in% colnames(mf)) { :
  the condition has length > 1 and only the first element will be used

Running a simpler model, with only 1 mediator, works fine.

To Reproduce
Here is the R code for that produces the brms fit object - the model compiles and runs fine:

y1_model <- bf(CESD_Factor ~ Total_PSS_scaled + PQSIglobal_PSS +
                 Trait_ANX + State_ANX+ PQSI_Global_Score_scaled,
               family = cumulative())
 
y2_model <- bf(PQSI_Global_Score_scaled ~ Trait_ANX + State_ANX + Total_PSS_scaled ,
               family = student)
 
y3_model <- bf(Total_PSS_scaled ~ Trait_ANX + State_ANX,
               family = student)
 
global_pss_cesd_Int_fit <- brm(data = mydata,
                               y1_model + y2_model + y3_model + set_rescor(FALSE),
                               warmup = 1000, iter = 9000, chains = 4,
                               cores = 4)

There are 3 endogenous variables (CESD_Factor, PQSI_Global_Score_scaled, and Total_PSS_scaled) and 2 mediators (PQSI_Global_Score_scaled and Total_PSS_scaled).

I have tried several ways to write the mediation() statement, such as:

pqsi_med <- mediation(global_pss_cesd_Int_fit, response = "CESDFactor")
 
response <- c("CESD_Factor", "PQSI_Global_Score_scaled")
pqsi_med <- mediation(global_pss_cesd_Int_fit, "PQSI_Global_Score_scaled", response)

but get error messages such as:

Error in .subset2(x, i, exact = exact) : subscript out of bounds
In addition: Warning messages:
1: In response == mediator :
  longer object length is not a multiple of shorter object length
2: In response != mediator :
  longer object length is not a multiple of shorter object length
3: In if (variable %in% colnames(mf)) { :
  the condition has length > 1 and only the first element will be used

** The simpler model (1 mediator) that runs fine:

y_model <- bf(CESD_Factor ~ PQSI_Global_Score_scaled + Total_PSS_scaled + PQSIglobal_PSS,
              family = cumulative())
 
m_model <- bf(PQSI_Global_Score_scaled ~ Total_PSS_scaled,
              family = student)
 
global_pss_cesd_Int_fit <- brm(data = mydata,
                           y_model + m_model + set_rescor(FALSE),
                           warmup = 1000, iter = 9000, chains = 4,
                           cores = 4)
mfull <- mediation(global_pss_cesd_Int_fit)

Expected behaviour
I expected that analyses of the mediation paths operating through each of the 2 mediators would be produced.

Specifiations (please complete the following information):
RStudio 2021.09.0 Build 351
R version 4.1.1 (2021-08-10) -- "Kick Things"
brms version 2.16.1
bayestestR version 0.11.0

@DominiqueMakowski DominiqueMakowski added the bug 🐛 Something isn't working label Oct 13, 2021
@marioangst
Copy link

I just encountered the same problem, with exactly the same error message as @MichaelWeaver01 encountered.

A slight twist:
A brms model composed of three equations and two mediators runs into the error.
A brms model composed of two equations (but still two mediators) runs fine.

If needed, I can post a reprex later.

@DominiqueMakowski
Copy link
Member

@mattansb any thoughts on that?

@mattansb
Copy link
Member

I'm not familiar with the internals here - this was implemented by @strengejacke

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
bug 🐛 Something isn't working
Projects
None yet
Development

No branches or pull requests

4 participants