Artificial Intelligence is Naturally Stupid

Over the past two years, there has been an explosion in the amount of artificial intelligence (AI) software available, not just to healthcare professionals like myself, but to the general public. In many ways, AI has been quite helpful. I myself have been using AI scribe software in my office for close to a year now. The software listens to the conversation I have with my patient, and automatically generates a clinical note.

The AI scribe has been an enormous benefit to me. My medical notes are much better (also somewhat more detailed). I also save one hour of admin time a day (!) As an aside, this is actually a reason why the government should fund AI scribes for physicians. Under the new FHO+ model, we are paid an hourly rate for administrative work. Surely, saving five hours of physicians time a week is worth the government purchasing a scribe for physicians.

There are also some significant benefits for patient care. Another piece of AI software I use (that’s restricted to health care professionals) helps me with challenging cases. I am able to put the symptoms and test results into the software and it generates a list of potential diagnoses, and suggestions for next steps. It can also recommend treatments for rare conditions.

The general public can also benefit from AI. I recently had a little bit of trouble with my trusty 13-year-old SUV. I put the make and model of the SUV into a commercially available AI, put the symptoms in, and it generated a list of potential causes based on known issues about my SUV.

To be abundantly clear, I would never attempt to fix a car myself. Just as, with all due respect, patients should never, ever attempt to implement a treatment plan for themselves. What AI did do is give me the ability to have an intelligent conversation with the auto mechanic about the situation. And, dare I say it, allowed me to ensure that the mechanic was not trying to pull the wool over my eyes. (My vehicle is now fixed and running very smoothly.)


But along with the many benefits of AI software, there is, of course, potential for harm. This can range from ludicrous to dangerous.

The phenomenon of AI scribe hallucination is well known to physicians like myself. I have seen it in my own software, and it is the reason why I always read the note before I paste it into the patient’s chart. Admittedly, some of that is laughable :

Hopefully this is an AI hallucination of my skills, as opposed to the software’s judgement!

Additionally, the reality is that AI scribes can’t often put a patient’s lived experience (which is so important to building a relationship with a patient) into a note. My colleague Keith Thompson had a superb post on LinkedIn talking about how the AI scribe failed to recognize his personal interactions with an Indigenous patient, particularly with respect to understanding generational trauma.

Sadly, there have been cases where actual harm has been caused by AI. Grok is currently being investigated for generating sexualized images without consent, including those of minors. This causes severe emotional distress and real harm to the victims. There have also been concerns that AI chatbots are helping or suggesting people harm themselves. No one wants any of this stuff to happen, including the people who write AI software. But it has happened.

All of which reminds me of something that my computer science teacher in high school was fond of saying. (Note to my younger readers, and particularly my sons if they ever read my blog: Yes, there actually were computers when I was a teenager. I am not that prehistoric!)

How I’m viewed by my younger colleagues and my children!

The redoubtable Mr. Williams always implored:

“Do not forget, computers and software are actually very very stupid. They can do some things very fast, but they can only do what they are told.”

It’s a piece of wisdom that still holds true today.

With processing speeds almost infinitely faster than when I took computer science, computers can do multiple calculations very very fast. My desktop computer, which is a few generations old, can run 11 trillion operations a second. Heck my phone, which itself is 4 years old, could probably run a fleet of 1980s Space Shuttles. Speed is not the problem now.

The fleet of US Space Shuttles

The problem is that these computers and software still don’t actually have the ability to “think” outside of their parameters. They only do what they are programmed to do. If for example, they are programmed to answer questions asked by a user, but they are not given specific rules to avoid illegal answers, well, they will answer the questions directly. If the programming contains an inadvertent error (someone entered a “0” in the code, instead of a “1”), well, then the software will NOT be able to realize that was a mistake, and will carry out calculations based on the wrong code.

It is true that software is increasingly being taught to “look” for errors. But again, the software can only see the errors it is programmed to look for. It can’t find inadvertent errors and it can’t “think outside of the box.” They are, for lack of better wording, too stupid to do so.

All of which is my fancy and longish way of saying that while these new tools are great, at the end of the day they simply cannot replace the human experience. Just as the software couldn’t recognize the generational trauma of an Indigenous patient, there is a lack of “gut instinct” present. That feeling you have when you are missing something, and you know a patient is sicker than they may seem. It’s a trait that seen in our best clinicians, and one that no programming can replace.

Using an AI tool is just fine. But for my part, I’m going to agree with Mr. Spock:

Canada Should Look to Turkiye for Health Information/Data Systems

Disclosure: I have a business relationship with Medicte, a firm that provides high quality medical tourism services for Canadians. They provided me with some information for this blog. If you are on a prohibitively long waiting list for medical or surgical services, and are willing to consider travelling out of country to have treatment, contact Dr. Abdullah Erdogan at: medical.developer@mestassistance.com

I’ve written previously about Health Data Systems and what a poor job Ontario (and indeed all of Canada) does at using information technology (IT) to help with health care. Let’s look at country that does things the right way, Turkiye (formerly Turkey). I appreciate this choice may come as a surprise to many, but Turkiye has a very modern, highly efficient health care system, and had to go through their own period of transformation from a fragmented system to a more integrated one.

The long version of how Turkiye evolved their health systems can be found here. The short version is that in 2003, the Turkish government came up with the political will to introduce the Health Transformation Program. Over the next ten years this act, and unyielding political will, transformed the Turkish health care into a fully integrated system. In many ways, it’s a model for what Canada needs to do.

I had the honour of being invited to do a talk for the Canadian Turkish Business Council on the Canadian health system (along with my smarter and more esteemed colleagues Drs. Nadia Alam and Silvy Mathew). In preparation, I studied up on how Turkiye handles health data (with the help of Medicte). I cannot tell you how impressed I was with their system.

In Turkiye, the federal government has mandated that all hospitals in Turkiye use the Hospital Information Management System (HIMS). Now to be clear, different hospitals in Turkiye still use some different modules of software, but they are all compatible with HIMS. The data for all citizens of Turkiye is then backed up securely.

Then, every citizen of Turkiye is offered a patient portal called e-Nabiz.

Official logo of Turkiye’s patient portal.

What does this portal allow patients in Turkiye to do? According to Medicte:

“When people enter their E-Nabız profile, they can make appointments at all public hospitals and access the records of these appointments. They can review all of their examination, diagnosis and treatment data in the health facilities they visit and access the details of all the tests performed during this process. This includes all data related to the process, such as all laboratory tests and radiology images with their reports, prescriptions, diagnoses and drug usage details.” 

Further more, the app can be used to allow other health care providers access to patients health information (with consent). Let’s say a resident of Istanbul happens to travel to Antalya (a truly lovely tourist destination about an 8 hour drive away). If that person gets ill, they can use the E-Nabiz portal to allow doctors in Antalya to see their previous health information to help guide their care. Not only that, information about their visit in Antalya will automatically be available to their family doctor in Istanbul, including lab work, diagnosis, and prescriptions. I can’t even get health information on patients of mine that go to a walk in clinic in Barrie, and that’s only 30 minutes away from my office.

Not only does this system allow for much better communication between health care professionals of all kinds (physicians, nurses, pharmacists, home care and so on), but having knowledge of a patient’s previous health history significantly reduces duplication of tests. And leads to more optimal outcomes.

For people who are not citizens of Turkiye, but go there for medical tourism (Turkiye is one of the top medical tourist destinations in the world), their travel companies can offer them similar access to their health care records. For example, Medicte will soon offer the MestCard app via its parent company MestGroup.

Screenshots of the MestCard Apps

Essentially, a patient of mine, who choses not to wait the 13 months that they currently have to wait for a hip replacement in my area, could go to Turkiye next month, get their hip replaced AND have much better access to all their health records than a patient of mine who got that done in Canada. (And yes, all of these apps/software/portals are compliant with recent security standards).

But that’s not all, this tight integration of IT allows for other benefits. For example, Health Systems Consultant Matthew Lister, who spoke at the same event, informed how this allowed hospitals across Turkiye to manage their supply issues. If one hospital was short on something (tubing, a drug, IV fluid or so on), it can immediately check the inventory of nearby hospitals and request a transfer. No phone calls, no double checking. It’s all online, backed up, and available for hospital management to see. He also emphasized that this has been the case in Turkiye since at least 2011!

Matthew Lister speaking at the Canadian Turkish Business Council event.

In Canada, given the disastrous current state of our health care system, there have been calls for system transformation from multiple sources. Whether from what are viewed as conservative organizations like the Fraser Institute and Postmedia News, or progressive organizations like Canadian Doctors for Medicare and the Torstar Media group, everyone from all sides of the political spectrum agrees that health care is need of a fix.

Here’s thought. Rather than start from scratch, let’s look at countries like Turkiye, that have taken their own fragmented health care systems, unified them and leapfrogged Canada to develop a much more efficient health system. Then just do what they did.

The benefits to the citizens of Canada would be enormous.

Post Script: While it’s true that Turkiye has a modern, high functioning health system, even such a system can be overwhelmed by a disaster like the recent Earthquake that has claimed at least 50,000 lives. To help the victims of the earthquake in both Turkiye and Syria, I encourage you to donate to the IDRF Earthquake Relief Fund.