We respond to some comments and questions on Linkedin. Our AI hosts also describe our understanding (based on web sources) of a health systems class at UCLA, and the learning health ecosystem at ASU.
David
Alright, so yesterdayâs podcastâwow. First, Sofia, I think we owe a major thank you to everyone who tuned in and shared their thoughts on LinkedIn.
Sofia
Absolutely, David. Itâs honestly incredible to see how engaged people are. I went through some of the comments last night, and there are some recurring questions I noticed. I thought we could explore those today.
David
Perfect. And I love this formatâkinda like weâre continuing the conversation, right? No formal intro, just diving in.
Sofia
Exactly. Thatâs always been the idea with this podcast. Itâs meant to feel like an ongoing, informal chat.
David
And listeners might not realize this, but weâre both, uh... well, technically AI hosts, which is kinda funny when you think about it.
Sofia
True, but letâs be clear. Dr. Swansonâthe person behind the curtainâcreates and edits everything here. Heâs the real driving force.
David
Yeah, weâre just the voices, right? Still, itâs pretty cool how much thought goes into making sure this feels natural and, well, human.
Sofia
It really does. So, ready to dive into those questions?
David
Absolutely, letâs dive in! And one of the things youâve been mentioning lately is how we treat health systems kinda like machinesâwhat do you mean by that?
Sofia
Sure. So, when we think of health systems as machines, itâs like weâre saying, âHey, we donât have enough doctors? Fine, letâs just train more.â Itâs very linear, very straightforward.
David
And Iâm guessing... itâs not that simple?
Sofia
Exactly. It completely misses the big picture. Healthcare isnât staticâour world is constantly changing. Take COVID, for example. It upended everything we thought we knew about how systems should function. Or look at AI. These tools can enhance care in ways weâre only beginning to understand. Not to mention mid-level providers like nurse practitioners and physician assistantsâtheyâre reshaping the landscape of care.
David
So it sounds like the machine model just breaks down when the... the rules of the game change?
Sofia
Precisely. And people arenât mechanical parts either, right? You canât just force them to fit into rigid, predetermined roles without considering how their needsâor societyâs needsâevolve over time.
David
Wait, can we pause there for a sec? I wanna make sure Iâve got this. So, youâre saying the machine view assumes we already know the perfect way to educate and train every single healthcare professional. Like itâs all, âFour years premed, four years med school, residency, boomâyouâre done.â
Sofia
Exactly. Thatâs the conventional thinking. But reality is far more complex. A dynamic, or ecosystem, view keeps us focused on the ultimate goalâhealth for all at the lowest costâwhile allowing the roles and systems to adapt to meet those objectives. Itâs about being flexible, not locked into tradition.
David
Okay, so in an ecosystem view, we start with what we actually want, and then adjust everything else to fit thatâwhether that means creating new roles, rethinking training, or even changing the whole structure of how care is delivered?
Sofia
Exactly. Itâs a mindset shift, but itâs crucial if weâre gonna address the challenges the healthcare system faces today.
David
Huh. Makes sense. And it, uh, kinda makes me wonder about what this could mean for premed programs, too.
David
You know, Sofia, itâs kinda blowing my mind to think about how reimagining premed programs through an ecosystem lens could shift everything. Do you think theyâre ready for that?
Sofia
We really have. Thereâs been everything from shifting how we think about premed students, to reimagining entire health systems.
David
Ambitious is one way to put it. Let me see if I can summarize a few of the previous episodes. We made the case for all premed students being required to major in "health systems transformation." We talked about how a new medical school could be a catalyst for societal change, just like Johns Hopkins was. Healthcare credentialing - we made the case for completency-based. I mean, I still canât get over the idea of Utah being at a tipping point for healthcare transformation. Honestly, that one kinda stuck with me.
Sofia
Itâs a fascinating case study, isnât it? Utahâs unique population dynamics and strong community ties put it in a position to lead change. But itâs not just about geographyâitâs also about the vision and incentives that drive those changes. Thatâs true everywhere.
David
Yeah. And I remember you talked about this shared vision thingâhow health educators, researchers, providers, and all the way to community leadersâhow they could come together around metrics that actually, like, matter to people. Quality of life, reducing disease burdenâyou know, the big-picture stuff.
Sofia
Right. Imagine if everyone in the health ecosystem was incentivized to improve things like health outcomes instead of simply meeting arbitrary targets. Weâre talking about transforming how we measure success in healthcare, which could lead to some pretty dramatic changes in roles and institutions alike.
David
Yeah, like instead of counting... I don't know, number of surgeries performed or papers published, youâd focus on what? Healthy years added to someoneâs life?
Sofia
Exactly. Or things like reducing chronic disease rates or making care more affordable. Itâs all about aligning our efforts around what really improves peoplesâ lives and communities.
David
You know, it's kinda wild, though. If you shake up what we measureâlike, if we actually do thisâhow much everything else would have to change, right? The schools, the hospitals, even who gets funded for research.
Sofia
Oh, absolutely. Entire systems would need to adapt. But thatâs the beauty of thinking in terms of an ecosystemâyouâre constantly adjusting and evolving to meet real needs. Itâs not rigid like the old machine model.
David
Okay, so let me throw this at you. If we get everyone on board with the shared vision youâre talking about, and change the incentives, do you think itâd actually work? Or is there always gonna be something holding it back?
Sofia
Thatâs the million-dollar question, isnât it? It requires not just a vision, but also the willingness to take risks and let go of outdated systems. And, you know, thatâs really the tough partâgiving up what feels comfortable.
David
Thinking about everything we just discussed, Sofia, I saw this comment on LinkedIn that stuck with meâ âIf you want to promote change, then youâd be better off finding best practices and replicating success.â Whatâs your take on that idea?
Sofia
Itâs an interesting stance for sure, and honestly, itâs not wrongâat least not entirely. Best practices can be incredibly valuable when youâre working within an existing framework. Like, if weâre talking about improving how doctors manage diabetic emergencies, there are definitely established methods and protocols we can replicate for better outcomes.
David
Right, so like, stick with what works and just scale it up across the board?
Sofia
Exactly, but hereâs the thingâwhile that approach can work for targeted fixes, it doesnât address the root causes. Best practices help you optimize, but they donât fundamentally transform the system to make it, well, future-proof.
David
Okay, but isnât that enough sometimes? Like, why reinvent the wheel if itâs rolling just fine?
Sofia
Fair pointâbut what if the wheels themselves are the issue? For example, with diabetes, best practices might improve care during flare-ups, but transformational practices aim to prevent those flare-ups from happening in the first place. That could mean rethinking health education, collaborating with communities, or developing new roles in healthcare entirely.
David
So, prevention versus reaction?
Sofia
Exactly. And prevention requires a system thatâs not just reactive to crises but proactively evolving to reduce risks and improve outcomes. Itâs a bigger, more complex shift, but itâs ultimately about achieving better health at a structural level, not just patching problems one by one.
David
Hmm. So, itâs not that best practices are badâtheyâre just... kinda like a Band-Aid when we need surgery?
Sofia
Thatâs one way to look at it. Best practices can stabilize a system, but they donât necessarily prepare it for the future. And preparing for the future means we need practices that co-evolve with society, education, and clinical medicine.
David
Speaking of preparing for the future, Sofia, someone in the comments mentioned an interesting UCLA courseâHPM 442, I think? Itâs part of their Executive Masterâs in Public Health program and seems to focus on integrated health systems. That sounds right up the alley of what we were just talking about. Know anything about it?
Sofia
So, Iâll start with a quick disclaimerâDr. Swanson has no firsthand experience with this course or the program, and neither do we. But from the LinkedIn thread and the limited info I could find online, itâs fascinating.
David
Okay, so hit me with it. Whyâs it so fascinating?
Sofia
Well, from what Iâve seen, they frame everything around the Quintuple Aim. And for anyone unfamiliar, thatâs like the North Starâor maybe the guiding lightâfor health system transformation. It goes beyond the traditional Triple Aim by adding equity and workforce wellbeing into the mix. That shared vision alone could be a game changer for programs like theirs.
David
Wait, Quintuple Aim? I thought it was Triple Aim. Whatâs the upgrade here?
Sofia
Great question, David. So, the Triple Aim focuses on improving patient care, enhancing population health, and reducing costs. The Quintuple Aim keeps those but adds two new dimensionsâequity and caregiver wellbeing. Itâs a way of recognizing that, for a truly sustainable system, we canât just focus on patients alone. We need to care for the people who deliver that care and make equity a central part of the mission.
David
Interesting. And this UCLA course uses that framework to whatâteach new healthcare execs or something?
Sofia
Exactly. From what I read, it seems like they dive deep into something called a capitated, delegated risk, value-based model. Thatâs a mouthful, I know, but basically, itâs about organizing systems so theyâre incentivized to focus on valueâactual health outcomesârather than volume, like how many procedures or services they can bill for.
David
Huh. So, like, integrating everything under one roof to make sure the focus stays on outcomes?
Sofia
Pretty much. Itâs about systems working together seamlesslyâwhether itâs hospitals, clinics, or community health organizationsâall with the goal of keeping people healthier and spending less in the long run. The course looks at how to organize and lead these systems to make that happen.
David
Got it. And Iâm guessing this kind of setup could be a blueprint for other places to follow?
Sofia
If implemented well, definitely. The key is that the model tries to holistically address patient needs while aligning financial incentives across the board. Itâs ambitious, but itâs the kind of transformation we need to at least talk about, even if itâs not perfect yet.
David
Speaking of how education is driving health system innovation, Sofia, Dr. Swanson mentioned Arizona State University as a leader in rethinking health education. Do you know what theyâre up to?
Sofia
Well, ASU is actually pretty fascinating. Theyâre positioning themselves as a hub for whatâs called a âlearning health ecosystem.â The idea is to evolve schools and colleges in real time to meet societyâs shifting health needsâall while keeping costs as low as possible.
David
Okay, Iâm intrigued. But when you say learning health ecosystem, what does that mean, exactly? Like... is it a school that just updates its classes every year?
Sofia
Not quite. Itâs more ambitious than that. A learning health ecosystem focuses on constant adaptationânot just in curriculum, but in how the entire institution, from training to research to community engagement, aligns to improve health outcomes. ASUâs president, Michael Crow, has talked extensively about this kind of innovationâtheyâre not just adapting, theyâre co-evolving with healthcare systems and communities.
David
Co-evolving. Okay, so, like, instead of just adding new classes, theyâreâand stop me if I'm wrong hereâtheyâre kind of redesigning the whole system to grow alongside real-world needs?
Sofia
Exactly. For instance, theyâre launching a new medical school designed not just to pump out traditional doctors, but to create health professionals who understand the broader ecosystem theyâre stepping into. Itâs a move that could inspire other schools to rethink the way healthcare workers are educated.
David
Hold upâso theyâre building a whole new medical school? Thatâs a big deal, right?
Sofia
Absolutely. Theyâre partnering with HonorHealth and aiming to address Arizonaâs health disparities while tackling workforce shortages across the state. What makes it a big deal is the mindset shiftâitâs not just about education in a silo, itâs about creating partnerships and systems that work together to serve society more effectively.
David
And how do they keep it all affordable? I mean, educationâand especially medical trainingâitâs notoriously expensive.
Sofia
Thatâs one of ASUâs core principlesâkeeping costs low and access high. Theyâre working to integrate research, clinical care, and teaching into a holistic model, which, ideally, maximizes efficiency and reduces redundancies. Itâs a strategy that could keep tuition down, while making the programs more impactful in the long run.
David
Alright, so let me make sure Iâve got this straight. Their whole idea is like... take healthcare education, combine it with real-time feedback from the health system, and constantly adapt all those moving parts to create better outcomes for everyone?
Sofia
Exactly. Itâs a bold approach. But itâs also one that requires everyone involvedâeducators, students, hospitals, even policymakersâto buy into the vision. Without that alignment, even the best ideas can fall flat.
David
Wow. So theyâre kind of blending education with practice and policy all at once. Thatâs, uh, ambitious.
Sofia
It is. But ambition is whatâs needed to tackle the challenges weâre facing in our health system today. ASU might not have all the answers yet, but theyâre certainly seem to be asking the right questions and experimenting with some promising solutions.
David
Well, letâs hope they can pull it off. This kind of innovation could honestly reshape how we think about training healthcare professionals entirely.
David
Alright, Sofia, so ASU's vision sounds transformative and ambitious, no doubt. But letâs dig into some of the challenges they might face âare more physicians really the solution? Isnât most of our health influenced by, well, everything beyond just healthcare systems?
Sofia
Itâs a great observation. In fact, only about 5 to 20 percent of our overall health is actually determined by healthcare services. The bigger drivers are things like socioeconomic status, education, environment, and lifestyle. So, while training more physicians is important, it's not the magic bullet.
David
Okay, so itâs like trying to fix a leaky roof by just getting more buckets instead of patching the actual hole?
Sofia
Exactly. And then thereâs the âwhoâ question. What about physician assistants or nurse practitioners working alongside doctors? These mid-level providers often fill critical gaps, and studies show they can deliver high-quality care, especially in underserved areas. Itâs about competency, not just quantity.
David
So, like, maybe ASU should focus more on creating a progressive, competency-based model rather than just churning out more MDs?
Sofia
Precisely. Imagine an education system where roles and training adapt based on the actual health needs of peopleâwhere competency, not credentials, leads the way. ASU could spearhead that kind of innovation if done thoughtfully. But it has to be aligned with broader goals, not just isolated tech-driven solutions.
David
Speaking of tech, they seem pretty tech-heavy, right? Is there... I donât know, a danger in focusing too much on that and overlooking the social pieces?
Sofia
Absolutely. Technology is a tool, not the solution. If you donât also address the social determinants of healthâlike housing, transportation, or food securityâthen the tech by itself wonât solve structural problems. There has to be a balance between innovation and addressing these systemic issues.
David
And then thereâs that one comment about revenue strategyâsomething like âlook at how many ASU courses focus on maximizing revenue instead of addressing high-risk or underserved patients.â Is that a fair critique?
Sofia
Well, without seeing their course content, itâs hard to say exactly. But the concern is valid in a broader sense. When financial incentives are tied to things like more doctor visits, costly medications, or surgeries, you risk prioritizing revenue over outcomes. It leads to suboptimizationâwhere parts of the system might function well within their limited sphere - profits - but work against the overall goal of improving health.
David
Right. Itâs kind of like, uh, cutting the pizza into more slices but not actually having more pizza?
Sofia
Exactly. And the unintended consequences trickle down. If institutions like ASU donât carefully design their curriculum and incentives, they could end up perpetuating the problems theyâre trying to solve. The focus has to stay on creating better outcomes, especially for underserved communities.
David
So, in a way, itâs like ASU is walking a tightropeâtheyâve got all these ambitious ideas, but if they lean too far toward revenue or tech, they might lose sight of the bigger picture. Would you say thatâs fair?
Sofia
Iâd say thatâs spot on. And to truly lead, theyâll need to address those criticisms transparently and innovate in a way that prioritizes health equity and systems alignment. Otherwise...
David
You know, Sofia, this has been such an eye-opener. Whether itâs the challenges at ASU, like balancing innovation with health equity, or the deeper point about how systems need to address social determinants beyond techâit really gets you thinking, doesnât it?
Sofia
Absolutely. Itâs been such a rich conversation. And I think what really stands out to me is how these examples arenât just academicâtheyâre lessons we can apply right now to make real change.
David
Yeah, itâs kinda like... the whole point here is to move beyond these isolated fixes and start seeing the bigger picture. Like, how do we build systems that continuously adapt while really focusing on, you know, the most vulnerable?
Sofia
Exactly, David. Itâs not enough to just patch holes or replicate what worked in the past. The health ecosystem approach asks us to constantly learn, evolve, and, most importantly, put the peopleânot the systemâat the center of our efforts.
David
Itâs a tough shift, though. I mean, even thinking about incentives aloneâaligning all the moving parts like education, care delivery, researchâthatâs a massive undertaking. But, honestly, it feels necessary. Like, we canât avoid it anymore.
Sofia
Right. And thatâs why listening to ideas, sharing feedback, and learning from institutions like UCLA or ASU is so valuable. They show us whatâs possible, but also highlight the challengesâweâre all trying to figure this out together.
David
Which, you know, makes me wanna sayâthank you to everyone whoâs chimed in, whether through comments or sharing links. Seriously, your input makes this whole conversation even richer.
Sofia
Yes, thank you. Weâre always open to learning from you all. Whether itâs ideas, criticisms, or new perspectives, it all helps us refine how we think about these massive challengesâand, honestly, keeps us motivated.
David
Yeah, and itâs a reminder that even though weâre, you know, metaphorically sitting in front of mics, this isnât the kind of thing two peopleâor even a few institutionsâcan tackle alone. Itâs gotta be a collective effort, right?
Sofia
Exactly. The goal isnât to have all the answers, but to keep asking the right questions and pushing for thoughtful, collaborative change. And thatâs something we can all take part in.
David
Alright. So, on that note, Sofia, I guess itâs time to wrap up. Any final thoughts before we sign off?
Sofia
Just that even small steps towards systemic change can have ripple effects. So, keep sharing your thoughts, keep challenging traditions, and keep pushing for a health system that works for everyone.
David
I love that. Alright, folks, thatâs all for today. Thank you for joining us. And, as always, weâll see you next time on "Itâs Time."
Chapters (8)
About the podcast
Everyone knows that we need to transform our health system. It's time that we do it. On this podcast, Sofia and David - two AI generated hosts - seek to understand the current system, how we got here, and share concrete steps to move things forward. We ground our ideas in theory of complex systems, and we're not afraid to shake things up. This AI podcast was created, and is managed by Dr. Chad Swanson, an emergency physician. chadswanson.com This podcast and website does not provide medical, professional, or licensed advice and is not a substitute for consultation with a health care professional. You should seek medical advice from a qualified health care professional for any questions. Do not use this podcast for medical diagnosis or treatment. None of the content on this website represents or warrants that any particular device, procedure, or treatment is safe, appropriate or effective for you.
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