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R-package TrajectoryMarkovAnalysis specializes in modelling patient trajectories using Markov chains. The package supports discrete and continuous time Markov models, Kaplan-Meier plots, Markov trees and synthetic data generation. The package is based on OMOP CDM.

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HealthInformaticsUT/TrajectoryMarkovAnalysis

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TrajectoryMarkovAnalysis

Introduction

R-package TrajectoryMarkovAnalysis specializes on modelling patient trajectories using Markov chains. The package supports discrete and continuous time Markov models, Kaplan-Meier plots, Markov trees and synthetic data generation. The package is based on OMOP CDM. The package can be run as GUI/CLI.

Features

Screenshots

Technology

TrajectoryMarkovAnalysis is an R package, with some functions implemented in C++.

For running the package with OMOP CDM, the user must have:

  1. Permissions to select on ohdsi cdm data schema.
  2. Permissions to select on ohdsi cdm results schema.
  3. Permissions to select, create and insert on ohdsi temp/scratch schema.

System Requirements

Getting Started

Package manual: TrajectoryMarkovAnalysis.pdf

Package guide: TrajectoryMarkovAnalysis_guide.pdf

License

TrajectoryMarkovAnalysis is licensed under Apache License 2.0

Development

TrajectoryMarkovAnalysis is being developed in R Studio.

Publications

Markus Haug, Marek Oja, Maarja Pajusalu, Kerli Mooses, Sulev Reisberg, Jaak Vilo, Antonio Fernández Giménez, Thomas Falconer, Ana Danilović, Filip Maljkovic, Dalia Dawoud, Raivo Kolde, Markov modeling for cost-effectiveness using federated health data network, Journal of the American Medical Informatics Association, 2024;, ocae044, https://doi.org/10.1093/jamia/ocae044

Citation

Haug, M. (2023, May). TrajectoryMarkovAnalysis, v1.0.5. GitHub. https://github.com/HealthInformaticsUT/TrajectoryMarkovAnalysis/releases/tag/v1.0.5

Acknowledgements

  1. Cohort2Trajectory package by Markus Haug
  2. TrajectoryViz package by Maarja Pajusalu

Research group of Health-Informatics in University of Tartu https://health-informatics.cs.ut.ee/

About

R-package TrajectoryMarkovAnalysis specializes in modelling patient trajectories using Markov chains. The package supports discrete and continuous time Markov models, Kaplan-Meier plots, Markov trees and synthetic data generation. The package is based on OMOP CDM.

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