Article ; Online: A Simple-to-Use R Package for Mimicking Study Data by Simulations.
Methods of information in medicine
2023 Volume 62, Issue 3-04, Page(s) 119–129
Abstract: ... to introduce the simple-to-use R package Mock Data Generation (modgo) that may be used for simulating data ... modgo's flexibility was demonstrated on several expansions.: Conclusion: The R package modgo is useful ...
Abstract | Background: Data protection policies might prohibit the transfer of existing study data to interested research groups. To overcome legal restrictions, simulated data can be transferred that mimic the structure but are different from the existing study data. Objectives: The aim of this work is to introduce the simple-to-use R package Mock Data Generation (modgo) that may be used for simulating data from existing study data for continuous, ordinal categorical, and dichotomous variables. Methods: The core is to combine rank inverse normal transformation with the calculation of a correlation matrix for all variables. Data can then be simulated from a multivariate normal and transferred back to the original scale of the variables. Unique features of modgo are that it allows to change the correlation between variables, to perform perturbation analysis, to handle multicenter data, and to change inclusion/exclusion criteria by selecting specific values of one or a set of variables. Simulation studies on real data demonstrate the validity and flexibility of modgo. Results: modgo mimicked the structure of the original study data. Results of modgo were similar with those from two other existing packages in standard simulation scenarios. modgo's flexibility was demonstrated on several expansions. Conclusion: The R package modgo is useful when existing study data may not be shared. Its perturbation expansion permits to simulate truly anonymized subjects. The expansion to multicenter studies can be used for validating prediction models. Additional expansions can support the unraveling of associations even in large study data and can be useful in power calculations. |
---|---|
MeSH term(s) | Computer Simulation ; Computer Security |
Language | English |
Publishing date | 2023-03-07 |
Publishing country | Germany |
Document type | Journal Article |
ZDB-ID | 3500-2 |
ISSN | 2511-705X ; 0026-1270 |
ISSN (online) | 2511-705X |
ISSN | 0026-1270 |
DOI | 10.1055/a-2048-7692 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
More links
Kategorien
In stock of ZB MED Cologne/Königswinter
Zs.A 126: Show issues | Location: Je nach Verfügbarkeit (siehe Angabe bei Bestand) bis Jg. 1994: Bestellungen von Artikeln über das Online-Bestellformular Jg. 1995 - 2021: Lesesall (1.OG) ab Jg. 2022: Lesesaal (EG) |
Order via subito
This service is chargeable due to the Delivery terms set by subito. Orders including an article and supplementary material will be classified as separate orders. In these cases, fees will be demanded for each order.