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EHRs: The hidden distraction in your doctor's office

classichasclass

I have a rule I don't do charting in front of patients. Maybe I'm old-fashioned, but I think it's rude. I might take a couple notes for later, but I do my charts in my office. I have never logged into an EHR in the exam room.

dogmatism

you must print out old notes and test then and carry them into the room like you're pretending it's still in the paper chart days

which is fine until something comes up that you didn't anticipate and print out. Then you can a) fake it, end the visit and follow up with pt later after you've looked it up or b) log in and get the info

How do you have the pt's current med list? Does staff print it out after they've roomed the pt?

Also, how are you ordering test/procedure? Writing it down for staff to do later? Violates most org's "CPOE" policies. Otherwise pt leaves and your staff has to call to schedule later, including labs that maybe they could do before they leave.

You must have re-created a paper chart workflow in an EHR era which is only possible if your staff/org enables this for you

Most of us are just employed widgets in the health care factory, and don't have the pull to get staff to work with this kind of workflow

classichasclass

I read the chart before I come in and get it fresh in my mind, and I do my orders immediately after I've seen them. This is Epic, so that tends to merge with the workflow, since it really wants you to do your documentation after you've done everything anyway.

At least for the health maintenance stuff, I already know what needs to be done on that score before I even enter the room. If I have to grab something out of the record, like a result I wasn't expecting, I can quickly run back to the office (it's just around the corner) and come back.

So, no, no paper.

dogmatism

I guess you're smarter than I am

I can't remember all the details to a sufficient level that I feel comfortable that I'm not forgetting something

and how do you know the current vitals and medication list? When the pt tells you they saw Dr X for Y (that you didn't know about) do you not want to look at that in case it impacts your plan? I guess you go out and come back? If you rx a med that needs lab monitoring, did you memorize that too? What about trends in labs?

IDK, I need info while I'm seeing the pt

eutropia

might be able to incorporate an ambient AI scribe into this flow pretty well, plenty of docs are seeing success with that.

onoesworkacct

There are a couple of SaaS products in Australia that do examination transcription.

I know of one practice that went all-in on the stuff. They had to re-hire their secretaries after their AI transcription recorded "this bone normal, no damage to this other area" but totally failed to mention that the first part of the sentence was "distal fracture to whatever", ultimately failing at it's most basic bloody function.

I'm pretty sure the founders are not doctors but tech industry types, who figured that there was some non-zero error rate and just like, collectively shrugged at the consequences.

UltraSane

That seems silly. I would WANT my doctor to be looking at Epic while seeing me to have the best data.

rscho

You maybe. Most other people indeed take it as a sign of failure or lack of manners. Healthcare is social first, logic second (or third, or maybe fourth...)

UltraSane

So you double the work by first writing down data and then copying it into EMR? That is insane.

localghost3000

I worked in health care tech for about 5 years. AI driven before it was cool. Took processes that normally took years down to a couple hours. Cutting edge stuff.

What struck me over the years was the open hostility we faced from the staff. The admins would buy our product, then have us come do trainings. The clinicians seemed to resent every second of it and would just never use the tool.

Towards the end of my tenure there, a PM said to me “the last thing these people want is to have to learn yet another workflow”. Which is when the penny dropped for me that our tool was just one of a bazillion being force fed to these poor people. They want to spend their time with patients not a screen.

Despite it being the most mission driven I have ever felt about a product (we were literally trying to help cure cancer lol). I’ll never work in health care again. Like education, it’s a quagmire.

II2II

> Towards the end of my tenure there, a PM said to me “the last thing these people want is to have to learn yet another workflow”.

I suspect that people entering medicine do so to address human needs, and have very little interest in dealing with technology (or handling traditional paperwork for that matter). Couple that with a perception that pretty much anything digital being obsolete before it reaches market, and even more so when it can take upwards of a decade for the product to reach them, and you are left with a group of people who have nothing but dread about being stuck on a never ending treadmill that is outside their scope of interest and expertise.

Take that opinion with a grain of salt though. My background is in that other quagmire: education. I have seen some amazing tools developed over the years that were abandoned, so everyone had to move on. Worse yet, no replacement was created for most of those tools so everyone is back where they were before the revolution happened. (I'm thinking specifically of software used by teachers and administrative staff, but something similar can be said for software used to deliver the curriculum.)

Scoundreller

University of Toronto used to basically run on a homegrown curriculum management system called CCNet up until ~2006. Basically run by one professor on a CPU under their desk. Course notes, grades, that kinda thing.

I guess for future-proofing, the university moved to Blackboard. For a while, some courses were on Blackboard, others on CCNet.

We had a professor poll the class and ask which they preferred, and all 240 of us in unison said "CCNET!"

I still remember a quiz on Blackboard where the answer was something like "2" and it responded, sorry, the correct answer is 1.9999999999.

3eb7988a1663

I have been looking for the term to describe this kind of enterprise software. It has glossy dashboards that are sold to VPs with the flash, "Monitor the entire company from one screen!" The actual rank and file users hate the product because little attention is ever given to the day-to-day workflows. Things barely work, super convoluted, etc.

An accountant friend was just migrated to Workday(?) for their backend. Apparently whatever labyrinth configuration they have can only export 12,000 rows at a time. The official workaround they were given was to run reports in one week batches when a month of data is required. Previous solution could seemingly export unlimited amounts of data and time windows. A complete technical failure for which everyone should be ashamed.

Loughla

All LMS's are trash. Blackboard, moodle, canvas, whatever other bullshit.

They're all actively user hostile and add features admin think look nice but provide no real value for classes.

devilbunny

In fourteen years at one hospital we have had two completely different EMRs as well as the old electronic record system that didn't have charting but allowed lab lookup, scans of documents, etc. The two older ones are still running in read-only mode because Epic can't look at them, so any records older than 2022 are only in there.

Cardiology, radiology, endoscopy, and labor and delivery all have their own systems for their internal usage while releasing final results to Epic.

I don't object to the idea that these products are made for admins. It's a business and it needs to make money to survive. I object to the idea that making a product for sale to admins precludes making it at least usable for those who actually put in the data.

Taikonerd

> I’ll never work in health care again. Like education, it’s a quagmire.

Remember: there's a lot of "health care" out there. Even if doctors resent EHRs, there's also drug discovery software, telehealth software, embedded software in medical devices, etc!

chychiu

I work in building software as medical device. Can confirm it’s still a quagmire

Scoundreller

Maybe that's what they meant: doctors can always switch into "drug discovery software, telehealth software, embedded software in medical devices" and resent those too!

lvl155

It’s more than that actually. Where is actual interop? It’s been promised literally 10 years ago. It’s not that hard. People in Healthcare IT are just that bad.

The only time I’ve experience interop in healthcare is due to actual organizations merging. That’s it. This entire space is filled with incompetence. Maybe providers will actually use the tools if they work consistently. Food for thought.

SoftTalker

It’s also strange to me that every time I go to the doctor I have to sit and fill out forms like I’m a new patient. All my insurance info, again. My entire medical history, again. Consent agreements, again. This experience hasn’t changed in decades, and I don’t understand why.

I’ve asked, why do you need all this again and the answer is usually “oh we have a new system” or “we need to know if anything changed” (but that’s not what the forms ask).

fn-mote

My observation has been that after filling out the form, the office skims it and enters nothing in the computer. I guess that's the "nothing changed" situation.

Patient time is worth 0 to the medical system.

dboreham

Quick guess: 1. lawyers and 2. principal/agent problem (the providers don't give a crap about your wasted time and the bad data they're collecting).

candiddevmike

FHIR was supposed to be the interopt but the end results look more like schemaless blobs of contained fields. But hey, at least I can find all the data related to a patient ID, I guess.

Taikonerd

There's actually been significant progress towards interop in the last 10 years. HIEs (Health Information Exchanges) such as CommonWell are steadily improving and covering more patients.

Recently there's been a big push for TEFCA (Trusted Exchange Framework and Common Agreement) as the network-of-networks that federates all the different HIEs. It's been slow, but it's progressing.

As usual, the problem isn't really technological -- it's getting all these different stakeholders, with different business models, etc, to agree on how it should work.

Scoundreller

Most of my experience is on the pharmacy side, and tech basically saved pharmacy, from recordkeeping, insurance claims, accounting to inventory.

But it was voluntary (for the organizations, not so much the staff). There was no need for government to shower pharmacies with money to adopt it because it paid for itself.

I'm sure a lot of the staff initially met it with the same hostility. Even in 2010 when I was more in the field, we still had staff where their only computer experience/use was at work and otherwise lived an offline life.

Can't say I saw a pharmacy that didn't have a computer since the early 90s in Canada (and my memory doesn't go before that). And before that, at least they used typewriters. Meanwhile my GP was all-paper well into the 2000s except for some billing stuff. God help anyone that had to read his notes. But sometimes you're reimbursed sufficiently that there is no driver to change workflows even if it would be economic.

Ontario Canada.

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tbs_

That resistance to change is just human nature. I work on much lower stakes line of business apps and the new thing can be _objectively_ better in every way and there will still be significant pushback from a large percentage of the userbase.

fluidcruft

I work in hospitals and it's just a constant stream from IT of "oh you just figured it out! congratulations! time to change they way you do things! this time we've solved all your problems that you're not complaining about! try to reengineer how to do anything now! lol! we hear you and feel your pain! here read ten pages of drivel that tells you how important and amazing IT is but won't actually tell you how to do anything with the new new tools and lives in some fantasyland that has nothing to do with the work that you actually need to get done!" all while simultaneously making every single computer and workflow somehow slower and more complex. Add another login here... force a quicker logout there... And then admin will come in with "thanks IT! you're doing amazing work! by the way everyone else we expect your productivity and caseload to increase!"

Meanwhile getting things to work is filing tickets followed by "oh gosh that's so complex!" and months of moron pitcrew showing up " to fix it" who can't fix anything and who seem to think it's just that we're dumbasses who can't figure out who to reboot a computer.

Honestly it's difficult to not grow the instant opinion that IT should just shut the fuck up and fire themselves. Who the hell do they even work for?

nucleardog

> Honestly it's difficult to not grow the instant opinion that IT should just shut the fuck up and fire themselves. Who the hell do they even work for?

Management. Management whose goals and incentives don't align with yours. Or IT's.

If management cared about your experience and quality of life, then presumably they'd be riding IT to get shit fixed. They'd be providing staff and resources necessary to resolve the issues. They'd be consulting with the staff using the programs before buying/deploying them. They'd be consulting with IT before buying/deploying them. They're not because they don't care.

They went and bought some EHR system and an expensive support contract based pretty much entirely on price and/or how many golf games the vendor would pay for, dropped the steaming pile of turds into IT's lap, and had them implement it. They probably also told them to go ahead and integrate it with all the other systems in use that they sourced the same way.

Meanwhile, every time they've done a budget for the past 20 years they've cut IT just a bit more because it's a cost center so the lower you can get that on your spreadsheet, the better you look, so there's like two kids and a grumpy old balding guy who spends most of his day working on reports for audit and compliance and they're responsible for the entire hospital.

(At the hospital one friend worked at he was responsible for taking support tickets along-side the two other IT staff, working the on-call, and also _every single integration between systems in the hospital_. He wasn't a software developer or anything. He'd just started as purely help desk and seemed to have a vague idea how to write documentation and only cost like $35k/yr so he was clearly the best person to be responsible for communicating with all the vendors and making sure the EHR system could talk to the MRI machines.)

But don't worry, even if this comedy of errors somehow gets to a working state... when that contract's up for renewal, they're going to look at the price and if a better one comes along they'll do the same thing again. Same for every other system in use all of which will have a ripple effect across every other system.

Hey, at least you have job securi--what's that? The hospital was just bought by private equity and merged with another hospital and the entire IT department's laid off effective immediately?

brown

It’s true that many providers need a custom solution for their unique workflows, and the one-size-fits-all EHR is often a myth. The problem is that many EHRs try to solve this with customizations, which can be expensive and still feel like a compromise.

On the other hand, when a team tries to build their own tools, they quickly realize they have to build a ton of compliance and interop code they never wanted to touch in the first place. That’s why open source platforms that handle the core infrastructure, like Medplum, HAPI, or OpenEMR, can be such a good starting point. They get the team 90% of the way there, so they can focus on what really matters: building a great UI/UX for their users.

I don’t think providers truly want to go back to pen and paper, but they are looking for a better way. They can see the promise of what the solution could be, but they just haven't experienced it yet.

Disclaimer: I work for Medplum.

Taikonerd

I had this thought recently: "different hospitals have different workflows, and they want to see different stuff in the UI. But obviously they all want domain objects like "a patient," "an appointment," etc. Some company should offer a standard backend, and a starting template for a frontend that each hospital can customize however they want."

It turns out that concept is called "Headless EHR," and it's pretty new.[0] Medplum (that the parent comment mentions) is one of the companies in this space.

[0]: https://healthapiguy.substack.com/p/to-ehr-or-not-to-ehr

analog31

The custom workflows are because each clinic system is trying to figure out the best way to make money, not the best way to treat patients or serve clinicians.

Disclaimer: I know a number of people who work for Epic. ;-)

Scoundreller

Another issue with customizations is upgrades. Every upgrade you gotta validate all the customer-specific stuff.

And you may end up re-creating bad workflows instead of updating to better ones.

AngryData

I would assume the most important feature for doctors for any device UI is that things don't always change. The entire medical field selects for people with great memory, and so even if it is a bit complex at first, as long as they only have to figure it out once they aren't going to easily forget. Even if some other design is more sleek and intuitive for a first time user, the change is only going to mess up the 95% of the established personnel. Any potential tool changes need to provide significant improvements over the old stuff and need to be done sparingly.

To doctors these things are just tools, tools that they want to be able to pick up and put down 100 times a day without having to think about it. A good tool can be operated mostly on muscle memory and needs to remain static 99% of the time. Imagine if the tools a mechanic or carpenter used changed in form and function all the time. Last year they used a right handed circular saw, next year they are forced to use a left handed worm saw. Or imagine a framer picking up his hammer he has used for the last 10+ years and going to give it a swing and missing his mark, only to find out last night his boss took his old hammer and replaced it with one 2 ounces lighter and 2 inches longer and his boss refused to give his old one back. Or a guy digging through his toolbox to pull out a lesser used item like helicoils that he knows is in a medium sized yellow box, wasting tons of time looking and possibly going for a different and less ideal solution, only to find out later the helicoils were at some point put placed into a small sized blue box instead because someone else decided the old box was a bit too big and wasting space.

ChrisMarshallNY

This is where user-friendliness is a requirement, not a luxury.

Anyone who has ever looked at an EHR/EPIC screen, can tell you that the 1990s Web called, and wants its tables and frames back.

In fact, one doctor I went to, still ran Windows 95 (in 2009), because they didn't want to deal with new interfaces.

Engineers are notoriously unsympathetic to usability and simple GUIs, but I have found them to be an absolute gold mine, if you want people to actually use your product. Apple and Google are trillion-dollar companies, now, mainly because of their simple, usable UX.

healthbjk

The principal-agent problem means usability isn't actually a deciding factor. Business users might prioritize that but the buyers (C suite) choose on ROI and metric

This is actually not unique to healthcare (see others above posting about Learning Management Systems and Workday). As a result, most enterprise software across verticals is similarly dated. Some research here: https://open.substack.com/pub/healthapiguy/p/there-will-be-b...

mulmen

I can't quite tell if you are saying the tables and frames are a better UX than Apple and Google. Personally I find frames and tables far more user friendly than the constantly shifting and indecipherable UX that Apple forces on us with updates.

ChrisMarshallNY

Well, it doesn't matter what you or I think of it. It does matter, however, what a doctor thinks of it.

As the other comment pointed out, it's a balance. Simple is not the same as user-friendly, but they live on the same street.

Doctors routinely deal with concepts that would confound me, but they are often quite technophobic, when it comes to computers. I have a friend that's a really skilled anesthesiologist, and is constantly asking me the most basic questions about his iPhone.

Complex interfaces can be trained, but the magic is to have an interface that can be explored. If you train someone on rote, then they go to pieces, when anything changes.

However, if you give them an interface that doesn't penalize them for exploring, and has clear, unambiguous affordances, they can easily adapt to things like updates, and they won't force you to have to maintain an ancient UX.

But designing that kind of UX is quite difficult, which is why so few people do it.

dogmatism

nah

I maintain my emacs config

the problem is if someone changes something, that immediately impacts my efficiency which slows me down, then the patient's are pissed, and the administrators are too (which is ironic since they're the ones who signed off on the change)

It has to be rote, no time for exploring

mulmen

How do you know I'm not a doctor?

HTML forms are a metaphor for literal paper forms. They don't have to be complex. One of the forms in the EHR system I am familiar with uses a stick figure layout. So if you are making notes on the left leg you just type it in next to the left leg. I don't see how this is difficult.

Meanwhile I can't figure out how to get my iPhone to show me what photos I took in the park by my house and every setting change involves consulting a web search or LLM.

martin-t

Simplicity and usability are not the same thing.

On one hand you have massive GUIs spanning the whole screen containing hundreds of controls. On the other you have airy GUIs with more empty space than actual content and every time you want something you have to open 3 layers of menus to find it.

Both are wrong. The correct thing is to find a balance. The balance depends on the usecase as well as the users.

This is what makes it hard. You can't just code up an app and throw is over the fence. You have to actually engage with the users, watch them perform their work, even try it yourself. You have to understand what is important and what is a distraction. You have to understand when these things chance. And you have to understand that beginner users evolve into experts all the while you have new beginner users coming in.

yesco

The problem is a bit more complex than just UX from my experience. It's not as if the people designing these portals are going out for their way to make it user unfriendly, it's that the underlying data model all these hospitals use for their EHR is usually completely insane.

Hospitals were among the first to get "computers", I'm talking the big mainframes and such that used to be popular in big institutions & universities. On these systems many hospitals each individually hired programmers to construct custom databases for their record keeping. While most have by now have transitioned into a more standardized structure, like HL7, the original sin has carried forward enormously bizarre data structures that make you wonder if the designers were deliberately trying to sabotage the possibility of good software in the industry. I can't think of a better example of why you should never design by committee.

Yet in parallel to all this, capturing medical data is already hard. Doctors are most comfortable just writing notes freehand, recording the patients current state, notable observations, treatments and so on. When modeling this it becomes very tricky because you basically need a proper medical background and be a good at data modeling / programming. This kind of person is basically a unicorn in the industry everyone wants but can never get.

Consider, just for a moment, all the complexities that come with dealing with the thousands of different units and their conversions within the industry. Some doctors don't even use the same units for certain measurements, entirely out of personal preference. Then remember that measurements are the easiest part of the system to model, even what should be the simplest part of the entire thing is hard. Also yes, you will have to re-write all this from scratch, there is no special library or open source software to help. Everytime someone makes tools for this they keep it proprietary.

But that's just the tip of the iceberg, to really get an idea of what I mean, just look at HL7. It's basically a data format that is like a cursed csv with about 5 layers of deliminators for nested entries, since all hospitals like to be super special, the specification tries to be "flexible", so what exactly these characters are is not actually standardized! It wasn't enough for HL7 to just be a data model, they needed to violate a few OSI layers and interlace it with the transport protocol too!

So in essence you must establish a bizarre handshake on top of tcp to learn what the hospitals super special configuration of the standard is, the very syntax itself! Worse, 90% of it is the same for all hospitals but the 10% that isn't is entirely unpredictable!

Then you have the actual data model itself, like demographics, lab records and so on. They change the specification every few years! You need to support it all since this committee of monsters don't seem to care much about the migration path! All the changes they make seem pretty arbitrary to me but what do I know?

I'm still only scraping the surface here but my exposure has been limited to what I do, which was processing all this from the perspective of a medical device that only needed to deal with a subset. When I imagine the struggle one would have with actually dealing with the entire thing holistically I feel empathy and a desire to never have their job.

It's like building a house on top of an active volcano. Any illusion I had that my medical records could be used for anything other than basic notes for another doctor to read have long since shattered, because clearly that's how all of this mess is actually being used in practice.

Oh and don't forget HIPPA! Even when you roll up your sleeves and try to fix the problem, you learn you aren't even allowed to thanks to the governments overbearing regulations against using medical data for things that could help society. Wish they just made it a crime for insurance companies to use instead of whatever this is.

The fact any of this works at all is a fucking miracle honestly.

ChrisMarshallNY

Like I said, it's not easy. I've made some big screwups in "easy" UX. I have the scars to prove it.

Interoperability is also one of those "holy grail" things that is really hard.

computegabe

The biggest problem is security. I have yet to see a single EHR provider take security seriously despite HIPPA. It's only a matter of time before our medical records get leaked. My medical records have already been leaked twice, once through an EHR, and then again through my insurance provider.

jmpz

I've gotten the sense that many of the doctors I've encountered in Germany, who are busily typing at their computer, are frequently documenting their billing items.

I started to think this after seeing the bills from multiple visits, where it's often broken out, in detail, what they had done. It's probably not as bad as that, there probably is some record-keeping happening in there. But considering how overworked most doctors are in the public health system, and how little time is commonly allocated for each patient, it can feel a bit like you didn't actually interact with a human doctor.

mitchbob

Obligatory mention of Atul Gawande's piece in the New Yorker, still a classic:

https://www.newyorker.com/magazine/2018/11/12/why-doctors-ha...

https://web.archive.org/web/20250104014248/https://www.newyo...

The fun part is about 4/5 of the way in and starts with

> Some people are pushing back. Neil R. Malhotra is a boyish, energetic, forty-three-year-old neurosurgeon who has made his mark at the University of Pennsylvania as something of a tinkerer. He has a knack for tackling difficult medical problems. In the past year alone, he has published papers on rebuilding spinal disks using tissue engineering, on a better way to teach residents how to repair cerebral aneurysms, and on which spinal-surgery techniques have the lowest level of blood loss. When his hospital’s new electronic-medical-record system arrived, he immediately decided to see if he could hack the system.

dogmatism

Y'all have no idea

I'd elaborate but it wouldn't be good for my mental health

edit: I'll give one example: my org can't even implement single-sign-on even though it's essentially all MS

onewheeltom

I love having access to my medical information, but the transition will be difficult for the providers. My primary care doctor joined a practice that was already using electronic records because of the requirement for electronic records.

esbranson

> Several countries are well on their way to this achievement, including Belgium, Denmark, Estonia, Lithuania, and Poland. Outside the E.U., countries such as Israel and Singapore also have very advanced systems, and after a rocky start, Australia’s My Health Record system seems to have found its footing.

When any country mentioned hits the population of a small or medium US state, let us know how it goes.

> Canada, China, India, and Japan also have EHR system initiatives in place at varying levels of maturity.

Apparently the author could not care less. Apparently even the WHO could not care less, given the linked document tells us nothing.

As always, it's the US versus the world, and the world is a giant nothingburger, save some flyover countries in Europe that could be part of Greater Germany or Greater Russia for all anyone cares. How is the UK, Germany, France, Russia, or China doing? Oh...

> The United Kingdom was hoping to be a global leader in adopting interoperable health information systems, but a disastrous implementation of its National Programme for IT ended in 2011 after nine years and more than £10 billion.

No doubt when the US gets the standards and apps done, the rest of the world will magically start working too. All the billions spent and the world piggybacks and gives nothing back, save, quite amusingly, China. As always.

dllthomas

> When any country mentioned hits the population of a small or medium US state, let us know how it goes.

I don't know "how it goes" but Poland has the population of a large US state.

esbranson

I stand corrected, chat bot agrees, it's most like Ohio or Illinois in population and GDP.

> Ohio has long been a national leader in EHR adoption, with nearly 5,000 primary care physicians signed up through the Ohio Health Information Partnership—more than any other state as of around 2011.[1] Cincinnati-based HealthBridge operates one of the largest and most robust regional Health Information Exchanges (HIEs) in the U.S., servicing over 30 hospitals and 7,500 physicians across multiple states.[1]

> In Ohio, a qualitative 2022 study surveyed provider and leadership perspectives on interoperability, finding high adoption rates: 96% of Medicaid‑PI‑eligible providers and hospitals had adopted EHR systems; non‑eligible providers reported adoption at 72%.[2] Epic Systems dominates the state as the top EHR vendor—used by 37% of Medicaid‑PI recipients and over 56% of other providers; smaller practices more often use NextGen, eClinicalWorks, etc.[2]

> The 2021 Illinois Health IT Survey, based on 175 respondents representing ~3,800 providers, shows 100% EHR adoption among respondents—up from 61% in 2011.[3] Participation in an HIE rose from 32% in 2016 to 51% in 2021.[3]

> For Illinois, key barriers reported: lack of provider Direct message addresses, reluctance of referring providers to accept messages (58%), and vendor cost constraints (46%).[3] Top reported improvements: decreased medication errors (64%), improved throughput (60%), and better reporting and referrals (60% and 57%).[3] The most difficult challenge: meeting program objectives (37%), followed by implementation cost and time (22%).[3]

Overall chat bot indicates Poland has unique patient IDs so no record duplication compared to poor US implementations, high interop within P1 compared to poor interop between US vendors, and good patient data access compared to poor implementation by US vendors. Chat bot gave little about burnout but mentioned Polish and US AI developments under way. I would assume there's poor interop between Poland and other EU states, likely much worse than the US IMHO. Not really any mention of other topics like clinician workflow, burnout, and productivity re Poland.

[1] https://www.healthpolicyohio.org/files/publications/hitprime...

[2] https://pmc.ncbi.nlm.nih.gov/articles/PMC10007006/

[3] https://hfs.illinois.gov/content/dam/soi/en/web/hfs/sitecoll...

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