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Analyze EMR and Social Text

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Your question is Analyze EMR and Social Text. Take a moment with it on the right.

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Problem

Scenario

You are working with unstructured text from EMR notes, patient messages, and social media posts. The data contains clinical shorthand, misspellings, abbreviations, and mixed signal quality, so simple keyword rules miss important patterns. You need to turn these texts into usable inputs for analysis, such as extracting entities, classifying documents, or grouping themes.

Question

How would you use natural language processing methodologies to work with EMR data, social media data, and other unstructured data?