Skip to content

Using AI LLMs For Extracting Eye Exam Findings from EHR Notes

March 12, 2026 · 20 min

Show notes

With the current AI boom, physicians are looking for ways to use this new technology in their practices. Dr. Edmund Tsui interviews Dr. Sophia Y. Wang on her Ophthalmology Science article, "Leveraging Large Language Models with Sequential Prompting to Extract Eye Examination Findings from Free-Text Ophthalmology Notes," which showed that LLMs are capable of efficient, automated, and accurate extraction of relevant information from ophthalmology free-text progress notes.

Leveraging Large Language Models with Sequential Prompting to Extract Eye Examination Findings from Free-Text Ophthalmology Notes. Ruan, Franklin Y. et al. Ophthalmology Science, Volume 6, Issue 1.

If you're working on research right now, consider sharing your latest research at AAO 2026. Abstract submissions for papers, posters, and videos are open now, through April 14. It's a great opportunity to present your work — and connect with colleagues from around the world. Start your submission today at aao.org/pod26.

All episodes of Ophthalmology Journal

Settings

Display

Language

Decides which stations you see first on the home page.

History

Recently played stations and episodes and your latest searches are only stored in this browser.

Notifications

A short notice when a podcast you follow has a new episode. Turn off single podcasts with the bell on their page.

Account

Save favorites – in the app and on the website.

Keyboard shortcuts

/
Open search
Space
Play or pause
← →
In the player: back 15 s, forward 30 s (episodes) · in a row: next tile
↑ ↓
In a row: target within the tile
Home / End
In a row: first or last tile
Esc
Close window or menu
?
This overview
Now playing

Go to station page

Play next

    Add episodes with “Play next” – they play after the current episode.