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Users can also filter any set of files by specifying file name patterns.
The context check using names already detected in the text is based on the observed name patterns in the medical notes.
If the software is able to determine the name types (first, last, or initial) based on dictionary look-ups and the name patterns (e.g., "last name, first name"), then the identified name PHI is replaced with name type tags accordingly, indicating whether the PHI is a full name, a female/male first name, a last name, and/or a name initial.
For example, while the algorithm checks for hospital name patterns using keywords such as "hospital", "medical center", and "clinic", many hospital names are in the form of acronyms (e.g., GH instead of General Hospital) and thus it is sometimes difficult to identify this type of (non-critical) PHI.
These heuristics check for specific name patterns
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Innovation, however much desired, was nevertheless restrained to some extent by the existence of a recognized repertoire of named patterns, predominantly scrolls, which sustained a continuity of style.
To help parents, and inspired by America's Baby Name Voyager, Anna Powell-Smith has created a neat visualisation of baby-naming patterns in England and Wales using 15 years of data from the Office of National Statistics.
There are traditional naming patterns for both stallions and mares, required by Lipizzan breed registries.
In truth, host countries and foreign conquerors have influenced Jewish naming patterns since the days of the Maccabees (Hanukkah story).
While we certainly can't attribute all of those naming patterns to "Westworld," it will be interesting to see how they evolve as the show goes on.
In fact, as Stanley Lieberson has reported in his seminal analysis of American naming patterns, in the old days Mary was common among Blacks as well as Whites, and in the mid-20th century even some Jews were naming their girls Mary.
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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