Table 1.
Manual | Simply query | NLP | |
---|---|---|---|
Advantages |
• Review of entire record enables collection of clinical details • Discrete data elements retrieved from large volumes of data • Discover clinical decision support alerts |
• Needed for searching full free text entries • Providers prefer to enter free text • Free text is required for complex requirements such as clinical trial recruitment |
• Can convert unstructured free text into structured and codified format • Less time • Less effort • Can recognize related words and phrases • Sift through large volumes of data quickly • Useful for MU, quality measures |
Disadvantages •Unstructured notes more difficult to abstract • Unreliable results • Time consuming • Expensive |
•Difficult to retrieve: 1. Abbreviations 2. Negations 3. Acronyms 4. Hedge phrases 5. Lack of standard grammar and punctuation |
• Cost • Still need to do quality control and other validation techniques |