Holiday Songs Featuring Generative AI in Healthcare (didn’t see that coming did you?)

One of the great pleasures in life is to catch people in a moment of joyful surprise. My schtick is ukulele EHR parody songs when people don’t expect it. Here are two: ChatGPT, sung to Sweet Caroline, about AI draft replies to patients, chart summaries and ambient notes. Then, EHR Wonderland, about Abridge and ambient note experience. OK, strictly speaking, only one is a holiday song parody, but who’s counting. Happy holidays!

ChatGPT – to Sweet Caroline

 

EHR Wonderland – to Winter Wonderland

Epic UGM 2025 FOMO generator, #final. PIGlet Book Club aftermath! And new ukulele song: The Times They Are a’Changin’

Thanks to the hundreds of attendees, we now have a Wisdom of Crowds idea about skills and books to recommend to newbie informaticists. Take a look! Also, a world premiere ukulele song!

This is what the 400 attendees told us at UGM255: A Book Club for PIGlets – newbie informaticists.

Did you miss our UGM 255 session? See the slides for our talk here.

I asked the question

What are the most important skills of a clinical informaticist bridging clinical medicine and information technology?

Some observations about our crowd-sourcing exercise (watch the 30 seconds here)

  1. It was cool to watch the cloud evolve in real-time on Poll Everywhere
  2. As expected, COMMUNICATION was the top skill, followed by other big ones: listening, translation, patience, relationships
  3. People are cute, they added: “p-value, sneaky, ukulele, thick skin”
  4. There are a great variety of words that make me proud of how thoughtful our group is, even in the couple minutes I gave us to work on this together.

Then I asked

What books do you recommend for newbie informaticist PIGlets (physician informatics group members)?

This is verbatim. There might be a few titles that might not exist. I love that in a couple minutes we could build such a robust library. Personally, my existing top 10 books include:

I am intrigued, from our crowd-sourced list, to pick up books new to me:

  • Atomic Habits
  • Animal Farm (time to re-read!)
  • Never Split the Difference
  • Green Eggs and Ham (hah! the DUUUBIOUS look is everything)
  • The Mythical Man Month
  • Literary Theory of Robots (looks interesting)
  • Beginners (Tom Vanderbilt)
  • Be Know Do
  • Turn This Ship Around

What a wonderful collaboration of big brains sharing big ideas. I am grateful for standing on the shoulders of colleagues to see further into our future.

Finally, did you want to hear the song? The world premiere of

For the Times They Are a’Changin’ (apologies to Bob Dylan) ukulele parody

Upcoming UGM 2025 talk: Grow your own PIGlets – and a new ukulele song parody

Grow your own PIGlets! A book club and 1-year curriculum to train newbie informaticists. Come for talk, stay for the ukulele. We will also be polling the audience for their best recommended books, so come back for the crowd-sourced compilation!

This is a preview of an upcoming talk I’ll be giving at Epic’s User Group Meeting on August 20 at 230pm. UGM 254. Thanks to Dr. Jennifer Simpson for co-presenting with me and bringing the data and her own stories. Mark your calendars! Because I’ll be including a QR code to download and review our slides and book club and article recommendations, I’m posting here ahead of time. Enjoy!


In brief, see below for our book club recommendations and articles. I tell some stories from my past failures and learnings. Perhaps my life serves as a warning to others…

And, introducing the Psycho 80, and old, and a new concept.

I look forward to seeing many of you, new friends and old, at Epic UGM!


 

 

Epic go live and Ukulele at Campbell County Health System, Gillette, Wyoming

New Epic EHR go live, new song. Today: Campbell County Bighorn Mountain High, with apologies to John Denver. Congratulations to our newest affiliate, Campbell County Health System, we look forward to our close clinical collaboration.

What gracious hosts, our CCHS colleagues have been. We have enjoyed our time with our clinical and IT colleagues, had some enjoyable meals (prime rib, pizza, Mexican food). Pictured below are 20 of my best friends: clinical nurse informaticists, physician informaticists, EHR trainers and implementation specialists. It takes a village (not pictured: the rest of the village).

Personally, it is a joy to connect with colleagues IRL (hey! you aren’t just a 2 x 2 inch face on my laptop!). Epic go-live is our excuse, but human connection is what we live for.

Of course, some of us introverts have to head home, exhausted after all this socializing, and others (Jon Pell!) go off after dinner to the Big Lost Meadery for trivia night, apparently.

It is so gratifying to bring colleagues successfully through a big change like implementing an EHR. Congrats to all. CCHS is doing well: already breaking even financially for their go live on day 4. And, the doctors and nurses handling the transition very well, hiccups and all.

And, oh yes, enjoy the song, and thanks to Hope Thompson for bringing real singing talent to this poor man’s recital.

Here are the lyrics

Campbell County Bighorn Mountain High (thanks to John Denver’s Rocky Mountain High)
Intro: D Em G G A7

She went [D]live in the [Em]summer, of her [C]twenty seventh [A]year;
Coming [D]home to a [Em]system she'd never [G]used before
She [D]left Meditech behind her, You might [Em]say she was [C]trained [A]again
You might [D]say she found a [Em]use for her [G]keyboard. 

When she [D]first put down her [Em]script pads, her [C]life was [A]far away;
In [D]Hyperspace, [Em]hanging by a [G]thread
But [D]Epic was really [Em]tough for her, and she [C]found it hard to [A]care;
It keeps [D]changing fast, and it's [Em]hard to stay [G]ahead

[G]Campbell County [A]Bighorn Mountain [D]high
We're [G]saving patients and [A]we're improving [D]lives.             
[G]Friends around the [A]keyboard, [D]keeping our quality [G]high. 
[A]Bighorn Mountain [D]high, [Em]Wyoming [G]     
[A]Bighorn Mountain [D]high, [Em]Wyoming [G] [A7]

She [D]mastered Epic [Em]chart review, she saw [C]morning vitals[A] flow;          
She saw [D]lab results as [Em]far as you can [G]see
And they [D]say that she got crazy once, and hit [Em]control [C]alt [A]delete
She thought she [D]lost her note, but it was [Em]saved in [C]memory [A] 

Now she [D]works in quiet [Em]solitude, with a [C]keyboard and a [A]screen;       
Making [D]sense of [Em]complex patient [G]history            
Her [D]sight has turned [Em]inside herself to [C]try and [A]understand;             
The [D]serenity of a [Em]collaborative [C]discharge [A]plan
             
[G]Cambell County [A]Bighorn Mountain [D]high
We're [G]saving patients and [A]we're improving [D]lives.
[G]Friends around the [A]keyboard [D]keeping our quality [G]high
[A]Bighorn Mountain [D]high, [Em]Wyoming [G]            
[A]Bighorn Mountain [D]high, [Em]Wyoming [G] [A7] [D]

UCHealth joins the Epic COSMOS family. Datathon! Ukulele Parody!

This past week, we hosted our Epic Wisconsin colleagues for an immersion trip on Slicer Dicer and COSMOS, as our researchers, data scientists and faculty dove deeply into Slicer Dicer and the finer points of exploring the deidentified Cosmos database of over 300 million patients. We can’t wait to join the growing list of scientists drawing new lessons from a global repository of clinical care experience.

Scenes from our Cosmos Datathon

In a few short hours after learning the tools, our researchers were asking innovative questions and cranking out quick-win first draft answers that can easily expand into full fledged investigations.

So cool.

I am grateful to smart collaborators:

  • Brian Montague, system physician informaticist at UCHealth for planning and hosting this Cosmos Datathon, where over 60 faculty and scientists came to learn about and explore the Cosmos database and tools.
  • Our Epic Wisconsin colleagues who came for an immersion visit to round with our Transplant and other clinical teams
  • Our UCHealth Epic IT and operational teams for working to install the hooks necessary to contribute to and draw knowledge from Cosmos.
  • Our scientist colleagues who came to learn, practice and grow skills at exploring this data
  • Epic Systems for dreaming up and constructing a de-identified repository where we can safely and securely ask big questions, test our theories, and push forward the boundaries of knowledge of human illness and wellness.

And I am grateful to the Beatles for the original Helter Skelter. A boy band out of Liverpool, who blew apart convention to invent the heavy metal genre.

I like to think this blog is a heavy metal breakthrough as well! (jk)

XGM FOMO generator #17. Cassiopeian Jazz ensemble

Received an insider hot tip that some Epic folks were doing a jazz concert in Cassiopeia. About a dozen of us found out, including the everywhere-all-at-once Mark Mabus. What a joy to work with Renaissance women and men.

XGM FOMO generator #11. RTBT @UCHealth & Duke and RTBT ukulele song ‘Empty Wallet’

How are we doing at showing prescribers and patients their anticipated copay cost for prescription meds? RTBT real time benefit tools are one way we break down information walls.

UCHealth has been using RTBT since 2019. Now that it is a federal requirement, over 70% of health systems have this deployed. We discuss our lessons learned in deploying this tool:

  • When to interrupt the prescriber for an alternate med that might save the patient $ ($2 monthly savings or more), and perhaps to restrict geography for internal pharmacy alternatives
  • How to display Colorado Medicaid costs alongside the $0 copay for patients. (Eg both valsartan and losartan are $0 for patients but one might cost Medicaid a lot more) we can’t yet display 2 costs to the prescriber. Development opportunity for the Epic Wisconsin team
  • How to get PBMs pharmacy benefit managers to clean up their own databases and suggested alternatives to show more relevant choices. Eg don’t show me creams and inhalers as alternatives when I’m prescribing prednisone steroid in oral form for asthma.
  • Many prescribers don’t understand Medicaid issues above, and then only care if there is a prior authorization or a much bigger copay difference between alternatives.
  • Using Arrive health and Surescripts. Worth working with both RTBT vendors in detail to improve data feeds.
  • Still, patients save over $600,000 per year in copay costs because of alternatives selected by prescribers. For example one of my own patients saved $50/month for my switching from doxycycline tablets to capsules. Go figure.

And a new RTBT ukulele song!

Fun fact, thanks to my daughter Ann-Claire Lin for the initial song title, song selection and first draft of lyrics. Not many daughters would listen to dad and help write an RTBT ukulele tune. Thanks AC!

Sepsis, AI and the Centaur. Also a discussion of Automation Complacency at iPractise (CTL talk)

I-PrACTISE – Improving Primary Care Through Industrial and Systems Engineering

Thanks to Dr. Beasley at the University of Wisconsin-Madison’s lecture series iPractise:Improving Primary Care Through Industrial and Systems Engineering (I-PrACTISE)

I enjoyed speaking with the thoughtful group of clinicians, engineers. See the website above, my talk was on 3/14/25 and use the password on that same website to launch the video recording of my talk.

In brief:

  1. Predictive analytics, AI with challenging signal to noise requires us to reconfigure human teams to achieve our goals.
  2. Furthermore, automation effectiveness will always lead to human complacency.

Of course, we discuss a lot more than that. Lets keep the conversation going!

ChatGPT EHR ukulele parody, with Orchestra?!

Happy holidays! Sweet Caroline repurposed as ChatGPT?! Listen in: Ukulele soloist with Orchestral accompaniment. Will wonders never cease?

Thank you to Matthew Witt and the Anschutz Medical Campus Orchestra for the invitation and allowing me to join their holiday concert for December 2024.

Here’s the entire 32 minute concert, my segment starts at: 25:46

Did you need the entire lyrics with ukulele chords? By the way, in this LLM age, I can disclaim that I wrote all the lyrics myself without assistance.

Here you go!

Chat GPT  

CTL revised Sweet Caroline. Neil Diamond

[C] When we began, 

[F] I couldn't understand you

[C] But now I know you’re growing [G] strong

[C] I met you in Winter 

[F] AI Winter melted to Spring

[C] Who'd have believed Chat would come [G] along

[C] Replies, message [Am] replies

Notes summa [G] rized, surprising [F] you, 

Surprising [G] me

[C] Chat [F] GPT (bum bum bum!)

You’re helping doctors do their [G] best

[C] We all [F] agree (bum bum bum!)

That your help leaves me [G] refreshed

[F] And [Em] now [Dm] we...

[C] Look at these charts

[F] Now they don’t seem so daunting

[C] We analyze them [G] easily

[C] And when I’m tired

[F] Tiredness rolls off my shoulders

[C] When you compose, I click [G] agree

[C] Replies, message [Am] replies

Notes summa [G]rized, Surprising [F] you, 

Surprising [G] me 

[C] Chat [F] GPT (bum bum bum!)

Helping doctors do their [G] best

[C] We can [F] agree (bum bum bum!)

That your help leaves me [G] refreshed

[F] And [Em]now [Dm]I’m going [C] home

Best wishes of the season.

Road Signs on the Highway (Ukulele EHR parody)

Road Signs on the Highway, apologies to Willie Nelson’s On the Road Again. Ukulele EHR song parody.

Updating the youtube and blog library with Willie Nelson On the Road Again EHR ukulele parody: “Road Signs on the Highway.”

Originally performed at Spring AMIA 2023, regarding the use of uPerform technology embedded within the electronic health record to guide users who might be stuck during challenging workflow. Put the tips where users get stuck instead of having them go back to the tip sheet library.

Hence, “put the road signs on the highway, not in the garage.”