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Typically, when someone deletes anything from a phone, metadata from the file remains on the phone's hard drive, where skilled hackers, forensics investigators or law enforcement officials can piece it back together.
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To do so, the company built the technology from the ground up, including servers, the infrastructure technologies and series that extract metadata from the files, allowing them to be searchable.
Separating out the metadata from the data file itself would also make it simpler to use the same deposition system for all sorts of data from ELNs, such as spectra, reactions and properties.
The term anonymisation refers to removing personally identifiable information where it is not needed (e.g. the name of the patient and institution, the date and other text data on images, and perhaps even DICOM metadata from the PACS file which would allow re-identification).
"Several elements from this campaign – including the resources invested in the phishing email and network infrastructure, the metadata from the weaponized shortcut file payload, and the specific victim individuals and organizations targeted – are directly linked to the last observed APT29 phishing campaign from November 2016," FireEye's researchers wrote in its report.
Therefore, we added such metadata from the PubMed XML files as a textual list at the end of each abstract.
eCommons administrators create metadata from the spreadsheet and upload the files.
Many CIAO tools can access the CALDB directly by getting the necessary metadata from an input file.
Take the example of an MR study of the head: effective anonymisation would not only require removal of all written information from the file including DICOM metadata, but also the use of a software that can provide irreversible scrambling of the soft tissue structures of the individual's face.
If nevertheless file data or metadata becomes corrupt, the file can be deleted without taking the whole volume offline.
Often, clues about who has taken an image are contained within the file itself as part of its metadata - but this data can often be stripped from the file during the uploading process to popular sites.
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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