A complex, adaptive systems (CAS) approach to the U.S. health system brings together five key ideas: shared vision, emergence, feedback loops, nonlinearity, and adaptation. By adopting a more holistic, systems-thinking perspective across policies, research, education, clinical practice, and public health, we could treat health as a dynamic outcome shaped by interconnected social, economic, and environmental factors, not just isolated medical treatments. This shift could create a health system that's more resilient, equitable, and adaptable, leading to better outcomes in ways we can hardly envision today. To generate this text, I entered this prompt into Chat GPT4o mini: "prepare an approximately 1000 word essay describing a complex, adaptive systems approach to the US health system (not only health care, but all of the determinates of health). Consider 5-7 key complex systems concepts such as shared vision and emergence. Provide specific applications of those concepts with data, including the opioid epidemic, COVID, insurance (recent homicide of United's CEO), and mental health." Then I edited, and entered that text into jellypod.ai, and edited again.
David Caldwell
Welcome to "It's Time," the podcast that dives into the heart of transforming our health system. Sofia, are you ready to tackle another big one today?
Sofia Ramirez
Absolutely. Today, we're expanding on some foundational concepts about health systems and exploring what makes them tickâboth in theory and practice. But first, letâs clarify something for our listeners.
David Caldwell
Right, good point. Folks, we, as in Sofia and I, are AI-generated hosts. But the podcast itself? The brainchild of Dr. Chad Swansonâheâs a, you know, real-life person, and he's the one steering the ship here.
Sofia Ramirez
Exactly. The goal here isnât just to entertain but to educate, inspire, and, hopefully, connect enough people to build momentum around actual health systems transformation.
David Caldwell
Yup, no small task. But letâs go big or go home, right?
Sofia Ramirez
Right. We believe a transformation is not just possibleâit could bring about a healthcare system thatâs truly unmatched in history, something wonderful beyond what many of us can even imagine.
David Caldwell
So, to get everyone caught up, our first two episodes laid some groundwork. We talked about the importance of having a shared vision, one that combines health, equity, and efficiency. Kind of seems like a "well yeah, of course" idea, but really, it's revolutionary when you look at how fragmented the system is.
Sofia Ramirez
Exactly. And then, in our last episode, we dug deeper into thinking about health systems as, well, systems. That means understanding the complexity, the interconnections, and the role of what we called "systems stewards"âpeople who help guide these systems toward meaningful change.
David Caldwell
Big concepts, but super important ones. So, whatâs todayâs focus?
Sofia Ramirez
Today, weâre going to take those ideas and expand them a bit further. Specifically, weâll look at five key concepts within complex systems: shared vision and collective action; emergence; feedback loops; nonlinearity; and adaptation. Each one plays a critical role in how systems function andâmore importantlyâhow they can transform.
David Caldwell
Okay, so let me get this straight. If I connect the dots here, it sounds like weâre saying that in order to build something better, we need to start with three things: a powerful shared vision, systems stewards who really "get" what systems are aboutâŠ
Sofia Ramirez
...and then, mobilizing action around what we call high-leverage points. But that's for tomorrowâs conversation. Today, weâre digging into the key elements that define complex systems and laying the groundwork to understand what makes those high-leverage points so powerful.
David Caldwell
Alright, letâs roll. Where are we starting?
Sofia Ramirez
Great question, David. Letâs kick things off with shared vision and collective action. In a complex system, every agentâwhether itâs a healthcare provider, a policymaker, a patient, or even an insurerâplays a role. But for any system to move forward cohesively, those agents need a shared aim that guides their actions, even if it's fuzzy.
David Caldwell
Makes sense. Kinda like⊠I donât know, rowing a boat, right? Everyoneâs gotta paddle in the same direction, or you just spin in circles.
Sofia Ramirez
Exactly, David. And in the U.S. health system, this is where we stumble. Our "boat" doesnât always have a clear destination. Different agents often prioritize different goalsâefficiency, profitability, access to care. These fragmented priorities lead to inefficiencies that harm patients and the system itself.
David Caldwell
Right. So, are we talking about aligning these goals? Sort of a "health for all" rallying cry?
Sofia Ramirez
Thatâs the idea. A unified visionâletâs say, affordable health for allâsets a stable foundation. Think of it like a north star. Everyone from private hospitals to public health officials to communities can align their actions with that shared purpose.
David Caldwell
Okay, that sounds great in theory, but isnât this harder to do in practice?
Sofia Ramirez
It is. And part of the challenge is that achieving a shared vision requires what we call "systems thinking." Itâs about seeing how each part connectsâunderstanding that insurers, for instance, donât just serve businesses; they affect how patients access care, how providers deliver care, and how payers allocate resources. The connections are as crucial as the parts themselves.
David Caldwell
So itâs not just about getting everyone to agree on a vision, but also making sure they see how their actions fit into the bigger picture?
Sofia Ramirez
Exactly. And weâve already seen pockets of this work well. For example, some integrated care systemsâwhere providers, insurers, and patients operate under one umbrella, so to speakâhave done better at aligning actions with a common goal. Kaiser Permanente is one example. Itâs proof that this isnât just theoretical.
David Caldwell
But itâs still not the norm, right? Most systems arenât designed to cooperate like that.
Sofia Ramirez
Correct. Our system is historically decentralized. And while that offers some flexibility, itâs also a barrier to unifying under a shared vision. But hereâs the thingâa true transformation starts with finding that common ground, and asking, "What do we, as a society, really value in health care."
David Caldwell
Honestly, that sounds like a big thing to tackle. So, whatâs the first step toward collective action?
Sofia Ramirez
It begins with leadership. A shared vision is cultivated, not imposed. It takes leadersâwhat weâve called system stewardsâwho can listen across sectors, bring different voices to the table, and build consensus around that north star we talked about.
David Caldwell
Alright, so shared vision and collective action, step one in transforming a system. Got it. How does this connect to the other stuff weâre gonna talk aboutâlike emergence?
Sofia Ramirez
Great question, David. Emergence ties directly to what we just discussed. Itâs the phenomenon where complex patterns or behaviors arise from simpler interactionsâalmost like how aligning shared goals among agents can create a greater, systemic transformation. In essence, the whole becomes greater than the sum of its parts.
David Caldwell
Wait, so youâre saying these patterns just⊠happen? Like magic?
Sofia Ramirez
Not quite magic, but it can feel like that sometimes. Itâs really about the way individual elementsâlike people, organizations, or even microbesâinteract within the system. Their actions and reactions create outcomes that wouldnât be predictable just by looking at those individual pieces in isolation.
David Caldwell
Okay, let me try this. So, itâs not just the people rowing the boat, but the waves, the wind, and how they all interact that decides where the boat ends up?
Sofia Ramirez
Exactly. And hereâs the tricky part: those interactions can lead to outcomes nobody intended. Sometimes those outcomes are good, but other times⊠not so much.
David Caldwell
Like the U.S. health system?
Sofia Ramirez
Exactly. Take the COVID-19 pandemic as an example. Initially, it seemed like a straightforward public health crisis: a virus, spreading globally. But the interactions between public health policies, individual behaviors, healthcare capacity, and social factors created a cascade of unexpected results.
David Caldwell
You mean, like how people stocked up on toilet paper and turned grocery aisles into battle zones?
Sofia Ramirez
Thatâs one small example, yes. But think bigger. The surge in cases overwhelmed hospitals, lockdowns led to widespread unemployment, and we saw mental health challenges skyrocket. None of this was planned, but it emerged from how all the moving parts interacted.
David Caldwell
So, itâs not just about the pandemic itself. Itâs about the ripple effects through the whole system.
Sofia Ramirez
Exactly. And emergence isnât inherently good or badâit just is. What matters is how we understand and respond to it. Recognizing these patterns as emergent properties of the system can help us predictâor at least be better prepared forâwhat might happen next.
David Caldwell
So this is where understanding complex systems really gives us an edge. If we know how these interactions work, we can kinda anticipate those ripple effects. Or am I getting ahead of myself here?
Sofia Ramirez
No, youâre spot on. And that brings us to another key concept that helps us navigate this complexity: feedback loops.
Sofia Ramirez
Building on what we discussed about emergence, feedback loops are another crucial component of complex systems. Theyâre mechanisms that influence a systemâs behavior over time. For example, some loops amplify trendsâthese are known as positive feedbackâwhile others counteract them, which weâd call negative feedback.
David Caldwell
Okay, positive and negative⊠but not in the âgood versus badâ sense, right? Itâs more about the direction of change?
Sofia Ramirez
Exactly. Positive feedback loops reinforce or accelerate a process. Think of a snowball rolling downhillâit gets bigger and moves faster as it picks up more snow. Negative feedback, on the other hand, acts like a brake system, slowing things down or keeping them in balance.
David Caldwell
Got it. So, the snowball is positive feedback, and the brakes are negative feedback. Kind of feels like the pedal-to-the-metal and pump-the-brakes dynamic I use to confuse my driving instructor.
Sofia Ramirez
Pretty much. And the U.S. healthcare system is filled with these loops. For example, think about healthcare costs. When they rise, some people delay or forgo care, which often leads to worse health outcomes. Those worse outcomes can then lead to higher costsâcreating a positive feedback loop that amplifies the problem.
David Caldwell
So itâs like a vicious cycle? The system kinda feeds on itself in a bad way.
Sofia Ramirez
Exactly. And hereâs where negative feedback becomes critical. A negative feedback loop could intervene to slow or reverse that cycle. For instance, reducing costs through preventative care might help stabilize things. It counters the trend by addressing health issues before they become expensive emergencies.
David Caldwell
Oh, so itâs about finding ways to, I guess, disrupt those runaway cycles. Are there any other examples of feedback loopsâgood or badâin healthcare?
Sofia Ramirez
Absolutely. Take public health initiatives like vaccinations. They can act as a positive feedback loop for good. The more people vaccinated, the less a disease spreads. This protection reinforces itself over time, creating better health outcomes across the population.
David Caldwell
Right, but when people stop vaccinating, the opposite can happen, right? A kind of negative snowball, where the system backslides.
Sofia Ramirez
Exactly. Thatâs one of the challenges with feedback loopsâthey donât always go in the direction you want. And thatâs why understanding them is so important. By recognizing these patterns, we can identify when and where to intervene for the best possible outcomes.
David Caldwell
Okay, so quick recap. Feedback loops are like the systemâs way of talking to itself. Positive ones ramp things up, for better or worse, and negatives bring balance. The key is figuring out how to work with them rather than fighting against them.
Sofia Ramirez
Exactly. And recognizing how these loops operate is crucial for making meaningful changes to the system. But hereâs where things get even more fascinating: when you combine feedback loops with another feature of complex systemsânonlinearityâthe impact can be massive.
Sofia Ramirez
Now, letâs connect those feedback loops to another core idea: nonlinearity. Itâs fascinating because even a small tweak in one part of a system can trigger surprisingly big changes elsewhereâthis is what makes health systems so complex.
David Caldwell
Alright, letâs break this down with an example. Because right now, Iâm imagining, like, dominoes toppling each other or, I donât know, a butterfly flapping its wings and causing a hurricane. Am I close?
Sofia Ramirez
Not too far off. Letâs take the healthcare system. Say thereâs a small change in insurance policyâmaybe a slight increase in out-of-pocket costs. For some patients, this could mean choosing to delay care. But hereâs the nonlinear part: that delay might lead to a minor issue turning into a major health crisis. Suddenly, what started as a small cost adjustment cascades into significantly higher medical expenses and worse health outcomes overall.
David Caldwell
Wait, wait. So something as tiny as a copay hike can ripple out and create this huge mess? Thatâs wild.
Sofia Ramirez
It is. And whatâs really tricky is that you canât always predict these effects just by analyzing the initial change. Nonlinear systems like healthcare are filled with these unpredictable connections and interactions.
David Caldwell
So let me get this straight. Itâs like pulling one thread on a sweater, and before you know it, the whole thingâs unraveling?
Sofia Ramirez
Exactly. Another example could be public perception of vaccines. A small drop in trustâmaybe due to misinformationâcan spark much larger effects: fewer people getting vaccinated, outbreaks of preventable diseases, and increased strain on the healthcare system. The original issue might seem minor, but the outcome is anything but.
David Caldwell
Yeah, I mean, the stakes here are no joke. Itâs not just thread pulling when lives are on the line. So, is nonlinearity always this, uh, chaotic?
Sofia Ramirez
Not necessarily. Itâs not just about things spiraling out of control. Nonlinearity also means small, positive changes can have huge benefits. For instance, a modest improvement in access to preventative care could lead to significantly better population health, reducing the need for costly interventions down the line.
David Caldwell
Okay, so this goes both ways. Tiny changes can either wreck the system or work like leverage to make meaningful improvements. How do we know which direction itâll go?
Sofia Ramirez
And thatâs the challenge. Predicting nonlinear dynamics is hard because the relationships within the system are complex and often hidden. But what we do know is that understanding these dynamicsâhow small changes ripple through the systemâis critical for creating effective policies and interventions.
David Caldwell
Alright, so, we canât totally control it, but we can learn to work with it. And maybe, with enough insight, tap into those big positive outcomes?
Sofia Ramirez
Exactly. Recognizing the potential for nonlinear effects is like holding a magnifying glass over the systemâit helps us see where small adjustments can make the most difference. And that brings us to another key feature of complex systems: adaptation.
Sofia Ramirez
Building on what weâve just discussed about nonlinearity, letâs talk about adaptation. In a complex system, adaptation happens when individual partsâor agentsâadjust their behavior in response to changes around them. Itâs essentially the systemâs way of evolving to survive and thrive under new conditions.
David Caldwell
So, like, survival of the fittestâbut for systems?
Sofia Ramirez
Sort of. But hereâs what makes it tricky: the U.S. healthcare system doesnât adapt as seamlessly as weâd hope. Path dependence, institutional inertia, and... letâs call it an addiction to the status quo, make meaningful adaptation difficult.
David Caldwell
Wait, path dependence? Whatâs that exactly?
Sofia Ramirez
Itâs the idea that decisions we made in the past lock us into certain pathways, even when they stop being effective. Think about how we tied health insurance to employment back during World War II. That made sense at the time, but today itâs a barrier to extending coverage universally.
David Caldwell
Ah, got it. Like committing to a long-term lease on a really bad apartment because breaking it seems too expensive or complicated.
Sofia Ramirez
Exactly. Now, add institutional inertiaâthe tendency for organizations to resist change even when itâs needed. Hospitals, insurers, and, yes, physicians, even the governmentâbig systems often keep doing what theyâve always done because change feels risky or costly.
David Caldwell
Okay, but there have to be examples of adaptation in healthcare, right? Times where the system, you know, actually adapted?
Sofia Ramirez
Absolutely. One example is telemedicine. Before the pandemic, it was underutilizedânot because the technology wasnât there, but because of regulations, reimbursement challenges, and just plain habits. Then COVID hit, and suddenly, telemedicine became an essential part of care. It was a rapid adaptation driven by necessity.
David Caldwell
Yeah, but now that the crisis has eased, it feels like telemedicine is losing some of that momentum. Whyâs that?
Sofia Ramirez
Great question. Once the immediate need is gone, the system often tries to snap back to its original shape. Thatâs where institutional inertia and path dependence kick in again. Unless thereâs continued effort to reinforce that adaptationâwhich, in this case, means keeping policies and reimbursement structures in placeâit risks fading into underuse.
David Caldwell
Okay, so itâs not just about adapting in the moment but sustaining those changes long-term. Got it. What about failures to adapt? Any big ones that come to mind?
Sofia Ramirez
Unfortunately, there are many. Take the opioid epidemic. Early warning signs of overprescription were ignored, and the system failed to adapt quickly enough to address the growing crisis. By the time substantial changes were madeâlike limiting opioid prescriptions or increasing access to treatmentâthe damage had already spiraled out of control.
David Caldwell
Thatâs frustrating to hear. So, why does adaptation in healthcare seem so⊠slow, compared to, say, tech or even retail?
Sofia Ramirez
It comes down to two things: complexity and stakes. Healthcare systems are immensely complex, with so many interconnected parts. A change in one area can have ripple effects we canât always predict. And then thereâs the stakesâunlike retail, failures in healthcare can literally cost lives. Profits are also at stake. Lots of people are invested. That makes everyone more cautious, even resistant to change.
David Caldwell
Makes sense, but it also feels like weâre in this constant tug-of-war between caution and urgency. So, how do we get better at this adaptation thing?
Sofia Ramirez
It starts with a mindset shift. Recognizing that change isnât something to fearâitâs part of growth. And systems, like people, need to build resilience by learning from their environment and adjusting accordingly. But thereâs another piece to this, and it ties back to the idea of a shared vision: when everyone aligns around a common goal, adaptation becomes easier because the direction is clear.
David Caldwell
Alright, Sofia, you talked about aligning around a shared vision to help systems adapt. So, what does that look like? I mean, are we imagining something like Star Trek-level healthcare here?
Sofia Ramirez
Maybe! But without the teleporters. The idea is that applying what weâve talked aboutâthe complex systems paradigm with a powerful shared visionâcould lead to a system thatâs not just functional, but fundamentally better.
David Caldwell
And by âfundamentally better,â weâre talking about what? Like no waiting rooms or never running out of tongue depressors?
Sofia Ramirez
Not quite, David. Itâs about resilience, equity, and sustainability. Imagine a system where health outcomes arenât dictated by geography, income levels, or race. Instead, it proactively addresses those underlying factorsâpoverty, discrimination, environmental challengesâwhile adapting to changing needs.
David Caldwell
Right, so itâs not just about fixing individual problems. Itâs, like, reimagining the whole structure? Not only government programs or insurance?
Sofia Ramirez
Exactly. The health system we have today is more of a patchworkâdisjointed and often reactive. By embracing systems thinking, we shift toward a model thatâs cohesive and anticipatory. Itâs not just government programs; itâs a societal mindset shift. The big picture here is the health system doesnât exist in isolationâitâs connected to, well, everything else.
David Caldwell
Okay, so let me play devilâs advocate for a second. How does this not sound like a pipe dream? I mean, getting everyone to agree on a âsocietal shiftâ? That feels⊠daunting.
Sofia Ramirez
I get that. But systems donât change overnight. The key is starting with that shared vision we talked about earlier. It may seem idealistic, but history shows us that transformative change happens when people rally around a common goalâthink civil rights, public education, even advances in public health like sanitation.
David Caldwell
Huh. So, youâre saying this is less âpie in the skyâ and more⊠what? Slow and steady progress?
Sofia Ramirez
In some ways, yes. But donât underestimate the power of momentum. Once people see the benefits of changeâbetter outcomes, less strain on the system, lower costsâit builds on itself, like those positive feedback loops we discussed.
David Caldwell
Alright, so if weâre imagining this future system, what makes it truly radical?
Sofia Ramirez
Itâs radical because it challenges entrenched norms. Instead of viewing health as a commodity, itâs seen as a shared resource. Instead of reacting to illness, the system focuses on prevention and wellness. Itâs about creating health, not just managing disease. And thatâs a seismic shift in how we think about healthcare.
David Caldwell
So itâs not just about new policies or technologiesâitâs about redefining the why behind it all. Healthcare as a public good, not a privilege. Am I getting that right?
Sofia Ramirez
Spot on. This vision goes beyond fixing whatâs broken. Itâs about building something new entirely, something that reflects our values as a society. And hereâs the thingâitâs within our reach. We have the knowledge, the tools, and the people to lead this transformation. The question is, do we have the will?
David Caldwell
And thatâs the million-dollar question, right? But I think conversations like this are a start.
Sofia Ramirez
Absolutely. Change begins with understanding, which leads to action. For anyone listening out thereâwhether you're a policymaker, a healthcare professional, or just someone who wants a better systemâknow that your voice matters. Transformation doesnât happen in isolation.
David Caldwell
Well, on that note, Sofia, this has been, uh⊠honestly, one of our best conversations yet.
Sofia Ramirez
I couldnât agree more. These concepts may be complex, but the ultimate goal is really simple: creating a healthier, more just world for everyone.
David Caldwell
Alright, listeners, thanks for tuning in to âItâs Time.â Itâs been a wild ride, and weâre glad you joined us. Sofia, any final words?
Sofia Ramirez
Just this: real change is possible. Keep asking questions, stay curious, and letâs build a system we can all be proud of.
David Caldwell
And with that, weâll catch you next time. Take care, everyone.
Chapters (7)
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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