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(For more history and context, check out our piece delving into the the UFCW's campaign -- and the stakes for the union, for America's second largest retailer and for the future of workers' compensation in America).
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The algorithm uses both dictionary look-ups and context checks to locate potential names.
Then, PHI instances that involve numerical patterns are identified by regular expressions and context checks.
De-identification of non-numeric tokens, such as names and locations, involves both dictionary look-ups and context checks to locate potential PHI.
The existing deid program name removal is based on both a dictionary look up for known patient and provider names and context checks.
To get a taste of Bastille Day in France, from the parties to the parade, and the political context, check out my video.
For some further context, check out suggestions for prompts one and six on the old Common App essay.
A local context check identifies links where ambiguous vocabulary erroneously suggests a relationship.
(For more context, check out Erik Kain's post on the "Biggest Entertainment Launch in History").
The context check using names already detected in the text is based on the observed name patterns in the medical notes.
Third, the algorithm performs a context check to identify additional PHI by examining words immediately preceding or following (1) names already detected in the text based on dictionary look-up, or (2) words that are PHI indicators (such as "Mr"., "Dr"., "name is", "daughter", "son", "husband", "wife", etc).
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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