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We are also working closely with operators to develop industry-wide rules for anonymization of these data sets that protect the privacy of subscribers.
MDSBA saves computation time, by providing pre-calculated k value, pre-defined Q-ID for anonymization, and pre-calculated level of anonymization.
We believe that our approach is useful and credible for anonymization.
The Initializer service provides initial documents to prepare data for anonymization.
For example, in [3] a general method for anonymization of FCD by deriving pseudonyms for trips is presented.
The identification of the pattern of care for the background patients is another safeguard for anonymization.
CSF was assigned a code for anonymization purpose and the study was carried out according to ethical regulations.
Authorization for use of the data for this study was obtained from the Human Research Ethics Committee (Medical, Universityy of the Witwatersrand, Johannesburg (M1211112), with a recommendation for anonymization of data.
They should recommend constraints needed in uploading and displaying data and decide on any requirement for control of access or for anonymization.
For example, if variables such as dates, age (in days), or center, have to be removed for anonymization purposes, important covariates may be missing to perform validation as well as exploratory analyses.
The Open Brain Consent project (http://open-brain-consent.readthedocs.org) [ 26] can be used to obtain samples of consent forms used at other institutions, and software for anonymization of data for sharing.
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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