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The most striking thing for me was the level of understanding about APIs, data, version control etc.
Because there is only one copy of original data in the system, this model resolves the data inconsistency problem reasonably and simplifies the data version control existing in the redundancy backup model.
The openEHR reference model covers not only the EHR information model but also related areas like demographic data, version control, security and access control and medico-legal concerns which are not covered by the Julius model.
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The service also pulls in data from version control services like GitHub and Bitbucket, project management services like JIRA and Trello, as well as Chrome's debugging tools, and then presents all of this data on an easy-to-read dashboard.
Storing the data in a version control system prevents, in addition, single files from being modified or deleted: all additions, modifications, or deletions of the data become traceable.
This chapter explores the problem of linking code changes and issue reports to the right release using defect prediction as running example, and suggests how the data inside the version control system can provide a workaround.
Based on these models, key technical mechanisms that are critical to the successful management of large amounts of data are proposed and implemented, including permission, data manipulation and file version control.
They also used J48 decision trees, random forest, and Bayesian network classification techniques based on data obtained from two large-scale open-source projects using code characteristics and version control data.
Data lineage, role-based access controls, encryption of data at rest, audit logging, version control and integration with external governance systems together make up the essential foundation of an automated data ethics environment.
This information is currently lost when data are extracted from the GIN (although it is retained by BGS) so we would encourage INTERMAGNET to give consideration to time stamping or version control of data.
In recent years, software analytics research and practice has started to flourish thanks to the abundant availability of data from software repositories such as version control systems, bug repositories or code review platforms.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com