AI-102 Practice Question: Implement natural language processing solutions
A healthcare organization uses Azure AI Language to analyze clinical notes. They need to detect protected health information (PHI) such as patient names and dates of birth, and also identify medical conditions. Which Azure AI Language feature should they use?
⚠ Common exam trap
A common mix-up: candidates confuse the generally available Text Analytics for health with the preview Health Text Analytics, mistakenly thinking the GA version includes full PHI detection, when in fact the preview version is the one that explicitly adds that capability.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Health Text Analytics (preview) in Azure AI Language
Health Text Analytics (preview) in Azure AI Language is the correct feature because it is specifically designed to extract and structure medical information from unstructured clinical text, including protected health information (PHI) such as patient names and dates of birth, as well as medical conditions. This preview API extends the Text Analytics for health capabilities with enhanced PHI detection and entity linking, making it the appropriate choice for healthcare compliance and clinical analysis.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Conversation Analysis
Why it's wrong here
Designed for conversational data, not clinical notes.
- ✗
Custom Text Classification
Why it's wrong here
Requires custom training and does not detect PHI out of the box.
- ✗
Text Analytics for health (general availability)
Why it's wrong here
GA version does not include PHI detection.
- ✓
Health Text Analytics (preview) in Azure AI Language
Why this is correct
This feature includes PHI detection and medical entity recognition.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
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