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Benchmarking-Analysis-of-PLP-vs-MLR3

This repo contains the model script and the cohort definitions used for a comparison of PLP and mlr3 R-based package using the SynPUF 5% dataset.

Cohort definition

Cohort definition was performed using the ATLAS platform. The data was imported into a locally running ATLAS and the cohort definition option was used. The "cohort_target.sql" file include the target population definition used in the study. In addition "cohort_outcome_death.sql" file describes our outcome cohort within the target population.

Prerequisites

We loaded the target and outcome cohorts data in a postgresql database. But any database format that OMOP CDM support can be used to store the SynPUF 5% dataset.

Configuration

"PLPvsMLR3.Rproj" (and its dependent files, NAMESPACE, and DESCRIPTION) include the required R/R-studio settings for the project and can be directly imported into the R-studio.

R and RStudio

RStudio version 2022.07.2 Build 576 with R version 4.3.1 was used.

ml3 package

MLR3 version 0.16.1

PatientLevelPrediction package

PatientLevelPrediction version 6.3.5

About

This repo contains analysis performed for paper "A comparative patient-level prediction study in OMOP CDM – insights from study on synthetic data".

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