This repository contains the code required to reproduce all figures and simulations reported in the manuscript, A Causal Inference Perspective on Therapist Effects (Magnusson, in preparation).
- Preprint
- A publicly available version of the manuscript in advance of peer-review and formal publication
- OSF repository
- Online analysis supplement (PDF, HTML)
- The rendered versions of
supplement.qmd
- The rendered versions of
- Interactive visualization
- An interactive visualization of the overlap measures described in the manuscript
You can render the supplement using either your local R installation or by using Docker.
The Quarto files will be output to docs/
and figures to figures/
.
The following dependencies are needed:
- R (v4.3.0)
- Quarto (v1.3.353)
- With a working LaTeX installation
- Renv (v0.17.3)
Then simply run:
R -e 'renv::restore()'
quarto render
You can also build the project using Docker, without having to install any additional dependencies.
docker build \
--build-arg R_VERSION=4.3.0 \
--build-arg QUARTO_VERSION=1.3.353 \
--build-arg RENV_VERSION=0.17.3 \
-t causal-therapist-effects .
Then use the Docker image to run the simulation and render the Quarto project inside a new container.
docker run \
--rm \
-v "$(pwd)/supplement.qmd:/home/supplement.qmd" \
-v "$(pwd)/_quarto.yml:/home/_quarto.yml" \
-v "$(pwd)/docker/figures:/home/figures" \
-v "$(pwd)/docker/docs:/home/output" \
-v "$(pwd)/docker/tmp:/home/tmp" \
-e MAX_CORES=8 \
-e N_SIM=10000 \
-e N_SIM_CI=1000 \
causal-therapist-effects
The variable MAX_CORES
controls how many CPU cores the simulation will use, N_SIM
sets the number of simulations for the confounding example, and N_SIM_CI
controls the confidence interval simulation.
Remove ./docker/tmp/simulation.rds
to rerun the simulation.
The "blinded" profile can be used for masked peer review. Masked documents will be saved to ./docs-blinded
quarto render --profile blinded