Module 3
Module 3: The Art of Refinement
Learn to be a 'Human in the Loop': Editing, refining, and fixing AI outputs
Welcome to Module 3!
So far, we’ve focused on generating notes from scratch. But in the real world, AI is often a collaborator, not just a scribe.
Sometimes the AI gives you a draft that is almost right, but needs work. This is where Refinement comes in.
Learning Objectives
- Shorten verbose notes (Summarization)
- Catch and fix hallucinations (Fact-checking)
- Adjust the tone (Professionalism)
Lesson 1: The “Too Long” Note
AI models love to talk. They often include every single detail, even irrelevant ones. A key skill is teaching the AI to be concise.
Exercise 3.1: Summarizing and Condensing
You are given a “Draft Note” that is accurate but extremely wordy and conversational. Your job is to prompt the AI to rewrite it into a crisp, professional medical record.
Exercise 3.1: The "Too Long" Note
Your Challenge
Rewrite the verbose draft note to be concise and professional. Remove conversational fluff.
View Draft Note (Too Verbose)
Generated Output:
Lesson 2: Fixing Hallucinations
Hallucination is when the AI confidently states something that isn’t true. This is the biggest risk in clinical AI.
You must always be the “Human in the Loop” to verify facts.
Exercise 3.2: The Detective
You are given a “Patient Encounter Summary” (the truth) and an “AI Generated Note” (which contains errors). Your job is to find the errors and rewrite the note correctly.
Exercise 3.2: Fixing Hallucinations
Your Challenge
Identify the hallucinations in the draft note and rewrite it using ONLY the facts from the summary.
View Draft Note (With Errors)
Generated Output:
Lesson 3: Tone Shift
Sometimes the facts are right, but the Tone is wrong. Maybe a scribe wrote “Kid is acting crazy” instead of “Patient is agitated.”
Exercise 3.3: Professional Polish
You have a note written in very casual, unprofessional language. Polish it up.
Exercise 3.3: Tone Shift
Your Challenge
Rewrite the unprofessional draft into a formal medical record.
View Draft Note (Unprofessional)
Generated Output:
Module 3 Complete! 🎉
You are now a master of Refinement. You can take rough drafts and turn them into polished documentation.
Next, we’ll tackle the hard stuff: Advanced Applications like complex multi-system disease and procedure notes.