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Our goal was to identify all possible identifiers and alternative names for each drug and AE from multiple terminologies.
Whenever possible identifiers should be separated from the dataset.
Citators can tell you, among other things, what possible identifiers (citations) have been assigned to a particular case.
I am also unsure whether such identifiers always appear in citations; whether or not they might include spaces, numbers, or other characters; and what the full set of possible identifiers looks like.
Because the total number of possible identifiers (signatures in S) is N=216, the CS measurement (5) features a very large sensing matrix S that renders an efficient recovery of x infeasible.
If there is spectral occupancy on a sub-band, this is associated to a logical 1 and the absence of signal on a sub-band to a logical 0. In this way, 2 N possible identifiers can be formed.
No possible identifiers will appear on any publicly accessible documentation.
The interviews were subsequently transcribed verbatim with all possible identifiers removed.
For a set of complete identifiers from one data source (PAS), we show the cardinality (number of discrete values) for each of a series of possible identifiers, and average number of NHS numbers per identifier.
Our results showed that among the three combinations using the four possible identifiers, the combination of surname, sex and date of birth is the optimal choice in achieving the best deterministic linkage.
Our results corroborate the observations of prior authors that it is extremely difficult, if not impossible, to automatically remove all possible identifiers from medical text while leaving the remainder intact.
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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