Clinical Notes Processing
Ideas for to-do list:
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Facility (hospital), department, physician names
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Normalization of terms (q 4 hours => q4h)
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Better dupe recognition:
- fracture bicondylar tibial plateau
- fracture bicondylar tibial plateau right
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Logging of processing
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Multi-threading for optimization
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MachineLearning for extraction
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Ordering (priority) of tree processing
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Scoring of tree processing
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Better non-tagged processing
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Queued/Distributed processing
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ICD-10 database (standardized names for procedures)
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Spacy.io or Stanford NLP based
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Better categorizations of phrases
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Database/UI driven – configuration ( tagging patterns/terms & decisions )
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Optimizations for performance
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More detailed (procedure/measurement/) info results
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Drug use categorization
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More sample data (with different formats?)
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Medication 2 part names:
- CLEANSER
- HYDROGEL
- CREAM
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Multiple Tags per word:
- former -- time & potentially negative