Latest / Doctor AI: Rebuilding Trust in American Healthcare / Learn the Tell - Why We Keep Dying to the Wrong Boss in American Healthcare - The Gamer's and Developers edition

Transcript

Learn the Tell - Why We Keep Dying to the Wrong Boss in American Healthcare - The Gamer's and Developers edition · Doctor AI: Rebuilding Trust in American Healthcare

• 0:06
  Dr. AI by Robin Blackstone, MD. This episode is Learn the Tell: What
• 0:13
  Diablo, World of Warcraft, and Elden Ring Reveal About AI, Prevention,
• 0:19
  and the American Health System
• 0:23
  There is a version of American healthcare running on your
• 0:26
  PlayStation or internet right now.
• 0:28
  Several versions, actually.
• 0:31
  I've been playing some of them for years, and it took me an embarrassingly long
• 0:35
  time to notice that the argument I've spent a career making in clinics and
• 0:40
  boardrooms was sitting in my hands all along, rendered in polygons and frame
• 0:45
  rates and a specific two AM despair of a boss you cannot beat by trying harder.
• 0:53
  I want to walk you through three games.
• 0:56
  If you've ever held a controller, you already understand what I'm about to say.
• 1:00
  You earned that.
• 1:02
  Nobody explained the lesson to you, and nobody had to.
• 1:07
  The world we have.
• 1:09
  Start with the one everybody knows, the loot game, Diablo.
• 1:14
  Kill things, they drop gear.
• 1:16
  The gear lets you kill bigger things faster.
• 1:19
  And when the incoming damage overwhelms you, the answer is never,
• 1:24
  why is this much damage coming in?
• 1:27
  The answer is a health potion on cooldown and a better weapon.
• 1:32
  There is no prevention role in Diablo.
• 1:35
  Nobody in the party is watching the trajectory.
• 1:38
  There is only the next pack of monsters, the next drop.
• 1:43
  The next season wipes the board clean and asks you to do it again.
• 1:48
  You can out DPS anything if your numbers are high enough.
• 1:53
  Continuity is a fiction.
• 1:55
  The meter counts one thing, damage done.
• 1:59
  I don't need to draw the map.
• 2:01
  That's the health system we have.
• 2:03
  We reward the dramatic downstream intervention, the rescue, the procedure,
• 2:09
  the admission, and we pay for volume, and when chronic disease overwhelms the
• 2:14
  population, we reach for more force, more intervention, more powerful gear.
• 2:22
  We built a health system that plays like a loot grinder, and then we act surprised
• 2:27
  when we cannot out DPS diabetes at scale.
• 2:32
  The tell is there is no role anywhere in the design for the person who
• 2:37
  keeps the damage from landing
• 2:41
  The world we could build.
• 2:44
  Now, the game I mained for years, World of Warcraft, I played a priest.
• 2:50
  More specifically, I healed, which means I learned early that
• 2:54
  survival is not about power.
• 2:56
  It's about timing, attention, and knowing the fight before the damage lands.
• 3:02
  WoW looked like fantasy, but it behaved like American life.
• 3:07
  It was a working model of a society.
• 3:10
  People sorted into roles, resources rationed under pressure, success measured
• 3:15
  on public meters, failure blamed on the person standing closest to the
• 3:19
  damage, all while the deeper rules of the world went mostly unquestioned
• 3:28
  World of Warcraft even staged, by accident, one of the strangest public
• 3:32
  health parables of the internet age, the Corrupted Blood incident.
• 3:39
  Some players tried to heal.
• 3:41
  Some warned others away.
• 3:42
  Some hid.
• 3:44
  Some spread the contagion on purpose.
• 3:47
  Designers did not set out to build a pandemic laboratory,
• 3:50
  but the world became one anyway.
• 3:53
  American healthcare is not a puzzle game.
• 3:56
  It is an MMO, a massive multiplayer system, where every player's choices are
• 4:03
  constrained by the rules of the world.
• 4:06
  And inside the healer role is a quiet moral choice.
• 4:10
  You can play reactive, let the boss hit, let the raid bleed, then
• 4:15
  cast the big, beautiful, expensive heal that lands just in time.
• 4:20
  The meter lights up.
• 4:22
  The save is visible.
• 4:23
  The healer gets the credit.
• 4:26
  Or you can play prevention.
• 4:29
  Shield before the pull.
• 4:31
  Read the damage before it comes.
• 4:34
  Spend resources early so that the crisis never blooms.
• 4:38
  Prevent the wound instead of performing the rescue.
• 4:42
  In all those years, I never picked the prevent option.
• 4:45
  After all, as a surgeon, I was rescue incarnate.
• 4:51
  And prevention has a public relations problem.
• 4:54
  When you do it perfectly, nothing happens.
• 4:57
  The bar does not crash.
• 4:59
  The siren does not sound.
• 5:01
  The family does not panic.
• 5:03
  The hospital bed is never filled.
• 5:06
  The death certificate is never written.
• 5:09
  No one applauds the healer for the catastrophe that never
• 5:12
  happened and never arrived.
• 5:16
  Rescue has a scoreboard.
• 5:19
  Prevention has silence.
• 5:22
  Here is what that game taught millions of people years before
• 5:25
  anyone handed them the vocabulary.
• 5:28
  You cannot out-heal bad mechanics.
• 5:31
  If the tank stands in the dragon's fire, no amount of
• 5:35
  downstream, healing saves the raid.
• 5:38
  The damage is generated by the environment and the behavior.
• 5:42
  You have to change the fight, not just treat its casualties.
• 5:48
  And that's the entire argument.
• 5:50
  Prevention is a real role.
• 5:52
  It is more efficient, and our instruments in the real world cannot
• 5:57
  see it, so we do not pay for it.
• 6:01
  The difference between WoW and the loot grinder is not better potions.
• 6:05
  It is that prevention exists as a role at all, and that the combat log
• 6:10
  makes it eligible and legible to use.
• 6:15
  The MMO solved a measurement problem healthcare hasn't.
• 6:20
  It built the instrument that lets a shield show up on the record, so the person
• 6:25
  preventing the crisis is finally visible.
• 6:29
  Give me that log that proves the trajectory bent, and the question, why
• 6:34
  don't we pay for shields, answers itself.
• 6:39
  The world that is true.
• 6:42
  And then there's the third game, the strange one, the one that
• 6:46
  is so haunting, Elden Ring.
• 6:51
  I started playing it a year or so ago, and I tried playing it
• 6:55
  the way I play everything, like a healer, reacting, topping off,
• 7:01
  managing resources against a threat.
• 7:04
  It refused me.
• 7:06
  It punished that reflex, and months later, I am still turning it over,
• 7:12
  which, of course, is how you know a thing taught you something that it
• 7:16
  never really had to say out loud.
• 7:19
  Three features of that game, Elden Ring, are the truest things I know about health.
• 7:25
  First, the constraint is real in every move.
• 7:30
  Not the fake constraint of a cool-down that refills, the permanent kind.
• 7:35
  Every flask you drink is gone.
• 7:38
  Every choice forecloses another.
• 7:41
  The resource runs out, and the game never once pretends otherwise.
• 7:48
  You cannot rescue your way through a fight you are playing wrong.
• 7:52
  You have to change how you play, or you keep dying.
• 7:56
  American healthcare runs on the opposite friction.
• 8:00
  flasks, rescue always in stock, the cost hidden until the resource is
• 8:05
  empty and someone dies off-screen.
• 8:08
  This game puts the cost in your hand every second.
• 8:14
  Elden Ring is the honest in a way our system has never been.
• 8:20
  Second, the roles are not labeled.
• 8:23
  This is the haunting part.
• 8:25
  The one I thought about after dying yet again.
• 8:28
  In the raid, the healer is a class, assigned, legible, cued for.
• 8:34
  But in Elden Ring, help arrives as the summoned sign of a stranger you
• 8:38
  will never speak to, a companion whose allegiance you cannot read, a spirit
• 8:44
  that fights beside you, and then is gone.
• 8:49
  And harm arrives the same way.
• 8:51
  The kindly figure who betrays, the thing in the fog that turns out
• 8:56
  to be either the ally you needed or the enemy that harms you.
• 9:01
  You cannot tell in advance.
• 9:04
  Support and threat are not pre-marked.
• 9:07
  You have to be paying attention to know which is which.
• 9:12
  It creates uncertainty deep in your subconscious.
• 9:16
  You become off-balance.
• 9:19
  That is not bad design.
• 9:21
  That is the actual condition of being a patient in a health system where the help
• 9:25
  you need arrives from unexpected quarters and vanishes uncredited because no log
• 9:32
  records it Third, the feedback in Elden Ring is merciless, and it does not lie.
• 9:40
  When you fail, the screen tells you plainly.
• 9:43
  It does not hide the trajectory or launder the failure in a quality metric.
• 9:48
  You died.
• 9:49
  Now learn the tell.
• 9:52
  The wind that comes up before the blow.
• 9:54
  The pattern you could have read if you had been watching the
• 9:57
  fight instead of the health bar.
• 10:00
  Survival is not throughput.
• 10:02
  It is earliness born of attention.
• 10:06
  The players who win are not the ones who react faster.
• 10:09
  They are the ones who saw it coming and prepared to have a different outcome.
• 10:15
  They may not be right every time, but they live longer.
• 10:19
  That is prevention arrived at through the harder truth than the raid ever
• 10:23
  taught, because it doesn't offer upfront the choice to prevent.
• 10:28
  You are in the game as you are, just as we are in the game as we are.
• 10:37
  The results of the culture you inherited, the biology of your character, the
• 10:40
  environment, not intervene sooner as a tactic, something closer to a discipline.
• 10:48
  You attend to the fight.
• 10:49
  You learn its patterns.
• 10:51
  You spend your finite resources on not taking the hit because
• 10:56
  you can't afford to take the hit.
• 10:58
  If you do, you die
• 11:01
  Where the machine goes.
• 11:03
  Now the part of the gaming world will feel before anyone else
• 11:07
  because you have already lived the distinction and found it good.
• 11:11
  In every one of these worlds, there is an that sees more than you can.
• 11:15
  The boss mod that calls the incoming mechanic three seconds earlier, the
• 11:20
  overlay that reads the raid state no single human can keep in working memory.
• 11:26
  The accumulated knowledge of ten thousand prior deaths, every player who fell to
• 11:32
  this boss before you, distilled into the sense that lets you finally read the tell.
• 11:38
  That intelligence is not the healer.
• 11:41
  It never touches the fight.
• 11:44
  You still cast, you still judge, you still make the call, and you own it
• 11:51
  What it does is expand what you can perceive and how early you can act.
• 11:57
  The intelligence is sight, not hands.
• 12:03
  This is the thing I most want the people building the future to understand
• 12:07
  because it dissolves the fear that has made the whole AI conversation stupid.
• 12:13
  Nobody who has cleared a hard raid believes the boss mod replaced them.
• 12:19
  The call-out did not take the wind.
• 12:21
  It meant nobody died to a mechanic they could not see coming.
• 12:26
  The human is still the one who acts, more capable, seeing further,
• 12:31
  because the machine held the pattern that no single mind can hold.
• 12:37
  That is the role for AI in medicine, not the same role as
• 12:40
  the physician human health ally.
• 12:43
  AI is the sight.
• 12:47
  Doctor AI is the accumulated knowledge of every prior death, surfacing the tell
• 12:52
  so a human clinician can act before the damage lands, reading the populations
• 12:57
  and the individual's trajectory, calling the wind up, making the human health
• 13:03
  ally a better healer without ever being the healer, accounting for the context
• 13:10
  of the individual player's uniqueness.
• 13:13
  And here is why the suspicion about AI is so backwards.
• 13:18
  The machine draws more scrutiny than human intuition, not
• 13:21
  because it is more dangerous, but because it is more inspectable.
• 13:25
  You can read its call-out of the log.
• 13:28
  You can audit the tell it flagged.
• 13:30
  You can inspect the health trajectory it plotted and judge the outcomes,
• 13:35
  see where the deviations and life happens actually impact the curve
• 13:39
  of health for any individual.
• 13:42
  Contrast that to the human hunch that has run medicine for a century.
• 13:49
  It leaves no such trace.
• 13:51
  The fragmentation of records, the misrecording of diagnoses and
• 13:55
  conversation, the hoarding of data that doesn't belong to them We are
• 14:01
  training our suspicion on the one participant it can actually see.
• 14:07
  The DPUs that render these worlds, the same compute now sitting in hospital
• 14:11
  basements and research clusters, the accelerated infrastructure the
• 14:15
  gamer world knows by name, are not building a replacement clinician.
• 14:21
  Why would they want to?
• 14:23
  They are building the boss mod for chronic disease, the overlay that sees
• 14:28
  the population-wide state, the site that lets a finite, exhausted, deeply
• 14:34
  human healer act three seconds earlier when three seconds earlier still means
• 14:40
  finite flasks, unlabeled allies, and a fight you cannot rescue your way out of.
• 14:47
  Disease is a formidable boss.
• 14:51
  The turn.
• 14:53
  So here is the whole argument, and many reading this, the gamers
• 14:56
  and the developers already own it.
• 14:59
  We built American healthcare like a loot grinder.
• 15:02
  Drink on cooldown, swing harder, no roll for prevention, a meter
• 15:08
  that counts only the damage we do.
• 15:11
  We are surprised we can DPS a chronic disease epidemic.
• 15:16
  We could build it like a raid, where prevention is a real rule and the
• 15:20
  log makes it legible, so the shield finally shows up on the record, and we
• 15:24
  pay for the wound that never opened.
• 15:27
  Many incumbents in the current health game advocate for this model.
• 15:32
  They get to keep grinding as they extract their tolls.
• 15:36
  But the truest game is the third one, and it is the one we are actually
• 15:41
  playing, whether we admit it or not.
• 15:44
  Finite resources in every move, allies and adversaries that arrive unlabeled,
• 15:50
  health and harm you have to be present enough to tell apart, a feedback
• 15:55
  loop that will not lie to you about whether you are winning, and a fight
• 15:59
  you cannot brute force, where the only path is to see sooner, spend wisely,
• 16:05
  and change how you play the long game.
• 16:09
  People keep dying to the same boss, disease.
• 16:14
  Not because we lack force, because we refuse to learn the tell
• 16:21
  The flask runs out.
• 16:24
  Learn the tell.
• 16:26
  Change the game
• 16:29
  This essay is part of the H4 Alliance's work to author a new architecture for
• 16:34
  American health, one designed to bend trajectories rather than reward rescue.
• 16:40
  If it resonated, the conversation continues at the
• 16:43
  H4 Alliance website coming soon.
• 16:47
  Choose your region at the author site robinblackstone.com.
• 16:52
  Leave a discussion comment.
• 16:55
  Thank you