What were learning from 5000 brains Read Montague

other people everyone is interested in

other people everyone has relationships

with other people and they’re interested

in these relationships for a variety of

reasons good relationships bad

relationships annoying relationships

agnostic relationships and what I’m

gonna do is focus on the central piece

of an interaction that goes on in a

relationship so I’m going to take as

inspiration the fact that we’re all

interested in interacting with other

people I’m in a completely strip it of

all its complicating features and I’m

gonna turn that object that simplified

object into a scientific probe and

provide the early stages embryonic

stages of new insights into what happens

in two brains while they simultaneously

interact but before I do that let me

tell you a couple of things that made

this possible the first is we can now

eavesdrop safely on healthy brain

activity without needles and

radioactivity without any kind of

clinical reason we can go down the

street and record from your friends and

neighbors brains while they do a variety

of cognitive tasks and we use a method

called functional magnetic resonance

imaging you probably all read about it

or heard about it into some incarnation

let me give you a two-sentence version

of it so we’ve all heard of MRIs MRIs

use magnetic fields and radio waves and

they take snapshots of your brain or

your knee or your stomach grayscale

images that are frozen in time in the

1990s it was discovered you could use

the same machines in a different mode

and in that mode you could make

microscopic blood flow movies from

hundreds of thousands of sites

independently in the brain okay so what

in fact that’s so what is in the brain

changes in neural activity the things

that make your brain work the things

that make your software work in your

brain are tightly correlated with

changes in blood flow you make a blood

flow movie you have an independent proxy

of brain activity this is literally

revolutionized cognitive science take

any cognitive domain you want memory

motor planning thinking about your

mother-in-law

getting angry at people emotional

slightly goes on and on put people into

functional MRI devices and image how

these kinds of variables map on to brain

activity it’s in its early stages and

it’s crewed by some measures but in fact

twenty years ago we were at nothing you

couldn’t do people like this you

couldn’t do healthy people that’s caused

a literal revolution and it’s opened us

up to a new experimental preparation

neurobiologist as you well know have

lots of experimental preps worms and

rodents and fruit flies and things like

this and now we have a new experimental

prep human beings we can now use human

beings to study and model the software

in human beings and we have a few

burgeoning biological measures okay let

me give you one example of the kinds of

experiments that people do and it’s in

the area of what you’d call valuation

valuation is just what you think it is

you know if you went to and you were

evaluating two companies on against one

another you’d want to know which was

more valuable cultures discovered the

key feature evaluation thousands of

years ago if you want to compare oranges

to windshields what do you do well you

can’t compare oranges into windshields

they’re immiscible they don’t mix

without one another so instead you

convert them to a common currency scale

put them on that scale and value them

accordingly well your brain has to do

something just like that as well and

we’re now beginning to understand and

identify brain systems involved in

valuation and one of them includes a

neurotransmitter system whose cells are

located in your brainstem and deliver

the chemical dopamine to the rest of

your brain I won’t go through the

details of it but that’s an important

discovery and we know a good bit about

that now and it’s just a small piece of

it but it’s important because those are

the neurons that you would lose if you

had Parkinson’s disease and they’re also

the neurons that are hijacked by

literally every drug of abuse and that

makes sense drugs of abuse would come in

and they would change the way you value

the world they change the way you value

the symbols associated with your drug of

choice and they make you value that over

everything else here’s the key feature

though these neurons are also involved

in the way you can assign value to

literally abstract ideas and I put some

symbols up here that we assign value to

for various reasons we have a behavioral

superpower in our brain and it at least

in part involves dopamine we can deny

every instinct we have for survival

an idea from ear idea no other species

can do that in 1997 the cult Heaven’s

Gate

committed mass suicide predicated on the

idea that there was a spaceship hiding

in the tail of the then visible comet

hale-bopp waiting to take them to the

next level it was a true it was an

incredibly tragic event more than

two-thirds of them had college degrees

but the point here is they were able to

deny their instincts for survival using

exactly the same systems that were put

there to make them survive that’s a lot

of control okay

one thing that’s I’ve left out of this

narrative is the obvious thing which is

to focus the rest of my little talk and

that is other people these same

valuation systems are redeployed when

we’re valuing interactions with other

people so the same dopamine system that

gets addicted to drugs that makes you

freeze when you get Parkinson’s disease

that’s contributes to various forms of

psychosis is also redeployed to value

interactions with other people and to

assign value to gestures that you do

when you’re interacting with somebody

else let me give you an example of this

you bring to the table such enormous

processing power in this domain that you

hardly even notice it I’m just give you

a few examples so here’s a baby she’s

three months old she still poops in her

diapers and she can’t do calculus she’s

related to me somebody be very glad that

she’s up here on the screen you can

cover up one of her eyes and you can

still read something in the other eye

and I see sort of curiosity in one eye I

see maybe a little bit of surprise in

the other here’s a couple they’re

sharing a moment together and we’ve

ended up an experiment where you can cut

out different pieces of this frame and

you can still see that they’re sharing

about they’re sharing it sort of in

parallel you could now the elements of

the scene also communicate this to us

but you could read it straight off their

faces and if you compare their faces to

normal faces it would be a very subtle

cue here’s another couple he’s

projecting out at us and she’s clearly

projecting you know love and admiration

at him here’s another couple

and I’m thinking I’m not seeing love and

admiration on the left in fact I know

this is his sister and you can just see

me saying okay we’re doing this for the

camera and then afterwards you steal my

candy and you punch me in the face

he’ll kill me for showing that all right

so what does this mean it means we bring

an enormous amount of processing power

to the problem

it engages deep systems in our brain and

dopaminergic systems that are there to

make you chase sex food and salt they

keep you alive it gives them the pie it

gives that kind of a behavioral punch

which we’ve called a superpower so how

can we take that and arrange a kind of

stage social interaction and turn that

into a scientific probe and the short

answer is games

economic games so what we do is we go

into two areas one areas called

experimental economics the other is

called behavioral economics and we steal

their games and we contrive them to our

own purposes this shows you one

particular game called an ultimatum game

red person is given $100 and can offer a

split to blue let’s say red wants to

keep 70 and offers blue 30 so he offers

a 70/30 split with blue control passes

the blue and blue says I accept it in

which case I hit the money or blue says

I reject it in which case no one gets

anything okay so a rational choice

economists would say well you should

take all nonzero offers what do people

do people are indifferent at an 80/20

split at 8020 it’s a coin flip whether

you accept that or not why is that yeah

because you’re pissed off

you’re mad that’s an unfair offer and

you know what an unfair offer is this is

a kind of game done by my lab and many

around the world that just gives you an

example of the kind of thing that that

these games probe the interesting thing

is these games require that you have a

lot of cognitive apparatus online you

have to be able to come to the table

with a proper model of another person

you have to be able to remember what

you’ve done

you have to stand up in the moment to do

that then you have to update your model

based on the signals coming back and you

have to do something that is interesting

which is you have to do a kind of depth

of thought assay that is you have to

decide what that other person expects of

you you have to send signals to manage

your

image in their mind like a job interview

you sit across the desk from somebody

they have some prior image of you you

send signals across a desk to move their

image of you from one place to place

whether you want it to be we’re so good

at this we don’t really even notice it

these kinds of probes exploit it okay in

doing this what we’ve discovered is that

humans are literal Canaries and social

exchanges Canaries used to be used as

kind of biosensors and mines when

methane built up or carbon dioxide built

up or oxygen was diminished the birds

would swoon before people would so it

acted as an early warning system hey get

out of the mine things aren’t going so

well people come to the table and even

these very blunt staged social

interactions and they and there’s

numbers going back and forth between the

people and they bring enormous

sensitivities to it so we realize we

could exploit this and in fact as we’ve

done that and we’ve done this now in

many thousands of people I think on the

order of five or six thousand we

actually do make this a biological probe

need bigger numbers than that remarkably

so but anyway patterns have emerged and

we’ve been able to take those patterns

convert them into mathematical models

and use those mathematical models to

gain new insights into these exchanges

okay so what well the so what is that’s

a really nice behavioral measure the

economic game’s bring to us notions of

optimal play we can compute that during

the game and we can use that to sort of

carve up the behavior here’s the cool

thing six or seven years ago we

developed a team it was at the time in

Houston Texas it’s now in Virginia and

London and we built software that’ll

link functional magnetic resonance

imaging devices up over the internet I

guess we’ve done up to six machines at a

time but let’s just focus on two so it

synchronizes machines anywhere in the

world we synchronize the machines set

them into these stage social

interactions and we eavesdrop on both of

the interacting brains so for the first

time we don’t have to look at just

averages over single individuals and or

have individuals playing computers or

try to make inferences that way we can

study individual dyads we can study the

way that one person interacts with

another person turn the numbers up and

start to gain new insight

into the boundaries of normal cognition

but more importantly we can put people

with classically defined mental

illnesses or brain damage into these

social interactions and use these as

probes of that so we’ve started this

effort we’ve made a few hits a few I

think embryonic discoveries we think

there’s a future to this but it’s our

way of going in and redefining with a

new lexicon a mathematical and actually

as opposed to the standard ways that we

think about mental illness

characterizing these diseases by using

the people as birds in the exchange that

is we exploit the fact that the healthy

partner playing somebody with major

depression or playing somebody with

autism spectrum disorder or playing

somebody with attention deficit

hyperactivity disorder we use that as a

kind of bio sensor and then we use

computer programs to model that person

and it gives us a kind of assay of this

early days and we’re just beginning

we’re setting up sites around the world

here a few of our collaborating sites

the the hub ironically enough is

centered in little Roanoke Virginia

there’s another hub in London now and

the rest are getting set up we hope to

give the data away at some stage that’s

a complicated issue about making it

available to the rest of the world but

we’re also studying just a small part of

what makes us interesting as human

beings and so I would invite other

people who are interested in this to ask

us for the software or even for guidance

on how to move forward with that

I mean levy one thought and closing the

interesting thing about studying

cognition has been that we’ve been

limited in a way we just haven’t had the

tools to look at interacting brain is

simultaneously the fact is though that

even when we’re alone we’re a profoundly

social creature we’re not a solitary

mind built out of properties that kept

it alive in the world independent of

other people in fact our minds depend on

other people they depend on other people

and they’re expressed in other people so

the notion of who you are you often

don’t know who you are until you see

yourself in interaction with people that

are close to you people that are enemies

of you people that are agnostic to you

so this is the first sort of step into

using

that insight into what makes us human

beings turning it into a tool and trying

to gain new insights into mental illness

thanks for having me

其他人 每个人都对其他人感兴趣 每个

人都与其他人有关系

,他们

出于

各种原因对这些关系

感兴趣 在一段关系中进行的互动,

所以我将把

我们都

对与其他人互动感兴趣这一事实作为灵感,

我完全剥离了它

所有复杂的功能,我

要转向那个对象 将

对象简化为科学探索,并

提供新见解的早期胚胎

阶段,了解

两个大脑同时相互作用时发生的事情,

但在我这样做之前,让我

告诉你一些使

这成为可能的事情首先是我们现在可以

安全地窃听健康的大脑

活动,无需针头和

放射性,无需任何

临床原因,我们可以走上

街头重新 当你的朋友和

邻居做各种认知任务时,他们会从你的朋友和邻居的大脑中获取数据

,我们使用一种

称为功能性磁共振

成像的方法,你可能都

读过或听说过它,

让我给你一个两句话的版本

,所以 我们都听说过 MRIs MRIs

使用磁场和无线电波,

它们拍摄你的大脑、膝盖或胃部的快照,这些

图像在 1990 年代被及时冻结,

人们发现你可以

在不同的模式下使用相同的机器

在那种模式下,你可以在大脑中独立地

制作来自

数十万个部位的微观血流电影

好吧

,事实上,大脑

中的东西会改变神经活动

让你的大脑工作的

东西 制作软件的东西 你

大脑中的工作与

血流的变化密切相关 你制作了一部

血流电影 你有一个独立

的大脑活动代理 这实际上是

revoluti onized 认知科学 采取

任何你想要的认知领域 记忆

运动规划 思考你的

岳母

对别人生气 情绪

轻微地持续不断地让人们进入

功能性 MRI 设备,并想象

这些变量如何映射到

它所在的大脑活动 它的早期阶段,

它有一些措施,但事实上,

二十年前我们一无所有,你

不能做这样的人,你

不能做健康的人,这引起

了一场真正的革命,它让

我们向一位新的实验准备

神经生物学家敞开了大门 正如你所知道的,有

很多实验性的蠕虫、

啮齿动物和果蝇之类的

东西,现在我们有了一个新的实验

性人类,我们现在可以用

人类来研究和模拟

人类的软件,我们有一些

新兴的 生物学测量 好吧,让

我给你举一个

人们做的实验的例子,它

在你所说的估值

估值领域 只是你认为的

你知道如果你去并且你正在

评估两家公司

,你想知道哪个

更有价值

如果你想将橙子与挡风玻璃进行比较,几千年前就发现了关键特征评估

你做得好你

不能把橙子比作挡风玻璃

它们是不混溶的它们不会相互混合

所以你

把它们转换成一个共同的货币尺度

把它们放在那个尺度上并

相应地对它们进行估价你的大脑必须做

就像这样,

我们现在开始理解和

识别与估值有关的大脑系统

,其中一个包括一个

神经递质系统,其细胞

位于你的脑干中,

并将化学多巴胺输送到你大脑的其他部分,

我不会' 不

详述它的细节,但这是一个重要的

发现,我们

现在对此有所了解,这只是其中的一小部分,

但它很重要,因为这些

是 如果你患有帕金森病,你会失去

的神经元,它们也是被

几乎每一种滥用药物劫持的神经元,这

是有道理的,滥用药物会进来

,它们会改变你对世界的评价方式它们会

改变方式 您重视

与您选择的药物相关的符号

,它们使您重视

其他一切

由于各种原因

,我们的大脑中有一种行为超能力,它

至少部分涉及多巴胺,我们可以否认

我们拥有的每一种生存本能,

一个来自耳朵的想法,没有其他物种

可以做到这一点,1997 年,邪教天堂之

集体自杀 基于这样一种

想法,即有一艘宇宙飞船隐藏

在当时可见的彗星

hale-bopp 的尾部,等待将它们带到

下一个层次,这是真的,这是一个

i 令人难以置信的悲惨事件,超过

三分之二的人拥有大学学位,

但这里的重点是,他们能够

使用完全相同的系统来否认他们的生存本能,

这些系统正是

为了让他们得以生存而放置在那里的,这是很大

的控制权,好吧

,那是我

很明显,这是

我剩下的小演讲的重点,

我们评估与其他

人的互动时,会重新部署这些相同的评估系统

当你患上帕金森氏症时让你僵硬的药物

会导致各种形式的

精神病也被重新部署以重视

与他人的互动并为

你与他人互动时所做的手势赋予价值

让我给你举个例子

你在这个领域带来了如此巨大的

处理能力,你

几乎没有注意到它我只是给

你几个例子,所以这是一个她的宝贝

三个月大了,她还在尿布里拉屎,

不会做微积分

眼睛

,我从一只眼睛中看到了某种好奇 我从另一只眼睛中

看到了可能有点

惊讶 这是一对他们正在

分享的时刻 我们已经

结束了一个实验,您可以在其中剪下

这个框架的不同部分

您仍然可以看到他们正在

分享他们正在分享的内容,

您现在可以

将场景的元素也传达给我们,

但是您可以直接从他们的脸上读出

,如果您将他们的脸与

正常的脸进行比较 这将是一个非常微妙的

暗示,这是另一对他

向我们投射的情侣,她显然

在向他投射你知道爱和钦佩,这是另一对情侣

,我想我在左边看不到爱和

钦佩,事实上我知道

这一点 他的妹妹是 你可以看到

我说好的,我们这样做是为了

相机,然后你偷了我的

糖果然后你打我的脸,

他会因为我展示这一点而杀了我

所以这意味着什么这意味着我们带来

了一个 对问题的巨大处理能力

它涉及我们大脑的深层系统和

多巴胺能系统,这些系统可以

让你追逐性食物和盐它们

让你保持活力它给了他们馅饼它

给了我们那种行为

冲击 被称为超级大国,那么

我们如何利用它并安排一种

舞台社交互动并将其

变成科学探索,简短的

答案是游戏

经济游戏所以我们要做的是

进入两个领域,一个领域称为

实验经济学,另一个领域是

称为行为经济学,我们窃取

他们的游戏,然后将它们设计为我们

自己的目的

o

保留 70 并提供蓝色 30,因此他

提供 70/30 拆分,蓝色控制

通过,蓝色和蓝色说我接受,在

这种情况下,我击中钱或蓝色说

我拒绝,在这种情况下,没有人得到

任何东西,所以 a 理性选择

经济学家会说,你应该

接受所有非零的提议人们

做什么人们在 8020 的 80/20 分裂中漠不关心

无论你接受与否,这是一个硬币翻转

为什么是的,

因为你很生气

你是 疯了,这是一个不公平的提议,

你知道什么是不公平的提议 这是

我的实验室和世界各地的许多人所做的一种游戏

,它只是给你一个

例子,说明

这些游戏探索的事情 有趣的

是这些游戏 要求你有

很多在线的认知设备 你

必须能够

带着另一个人的合适模型来到桌子旁

你必须能够记住

你所做的事情

你必须在这一刻站起来

去做 那么你必须更新你的模型

基础 收到返回的信号后,您

必须做一些有趣的事情

,即您必须进行一种

深度思考分析,即您必须

决定其他人对

您的期望您必须发送信号来管理

您的

形象 在他们的心目中就像工作面试

你坐在桌子对面的人

他们有一些你以前的形象 你

在桌子上发送信号 将他们

对你的形象从一个地方移动到另一个地方

无论你想要它是我们如此

擅长 我们甚至没有真正注意到它

这些类型的探测器在这样做时可以利用它

我们发现

人类是真正的金丝雀和社会

交流金丝雀曾经被用作

一种生物传感器和当

甲烷或碳堆积时的地雷 二氧化碳

积聚或氧气减少 鸟儿

会先于人们昏倒,因此它

充当了预警系统 嘿,

离开矿井,事情进展不顺利,

人们来到餐桌旁,甚至

这些非常生硬的上演社交活动

互动,他们和人们

之间来回的数字

,他们给它带来了巨大的

敏感性,所以我们意识到我们

可以利用这一点,事实上,

我们已经这样做了,我认为我们现在已经在

成千上万的人中这样做了

在五六千的数量级上,我们

实际上确实使这个生物探针

需要比这更大的数量,

但无论如何模式已经出现,

我们已经能够将这些模式

转换成数学模型

并使用这些数学模型来

获得 对这些交易的新见解

好吧 那是什么 经济博弈给我们带来的

一个非常好的行为衡量标准

我们可以在博弈中计算出这一点

我们可以用它来

划分行为 这里是 很酷的

事情 六七年前,我们

开发了一个团队,当时在

德克萨斯州休斯顿,现在在弗吉尼亚和

伦敦,我们构建了

将功能磁 共振

成像设备在互联网上我

想我们一次最多可以完成六台机器

,但让我们只关注两台这样它可以

同步世界任何地方

的机器我们同步机器将

它们设置为这些阶段的社交

互动,我们窃听两者

的相互作用的大脑,所以

我们第一次不必只看

单个个体的平均值,或者

让个人玩电脑或

尝试做出推论,这样我们就可以

研究个体的二元组,我们可以研究

一个人与之互动的方式

另一个人把数字调高,

开始

对正常认知的界限有了新的认识,

但更重要的是,我们可以将

患有经典定义的精神

疾病或脑损伤的人纳入这些

社交互动中,并将这些作为

调查对象,所以我们开始了这个

努力我们已经取得了一些成功一些我

认为胚胎发现我们认为

这是一个未来但这是

我们进入并重新定义wi的方式 一个

新的词典是一个数学的,实际上

与我们思考精神疾病的标准方式相反,

通过

将人们作为交流中的鸟来描述这些疾病,

我们利用了这样一个事实,即健康的

伴侣扮演患有严重

抑郁症的人或扮演某人 对于

自闭症谱系障碍或扮演

注意力缺陷

多动障碍的人,我们将其用作

一种生物传感器,然后我们使用

计算机程序对那个人进行建模

,它为我们提供了一种早期的分析

,我们才刚刚

开始 ‘正在世界各地建立站点

一些我们的合作

站点 具有讽刺意味的是,该中心

集中在弗吉尼亚州的小罗阿诺克

现在在伦敦还有另一个中心

,其余的正在建立 我们希望

在某个阶段提供数据

关于将其

提供给世界其他地方的一个复杂问题,但

我们也在研究

让我们变得有趣的一小部分

因此,我会邀请

对此感兴趣的其他人向

我们索取软件,甚至寻求

有关如何继续前进的指导

在某种程度上我们只是没有

工具来观察相互作用的大脑受到限制,

同时事实是,

即使我们独自一人,我们也是一个高度

社交的生物,我们并不是一个

由以下属性构成的孤独的头脑

让它在世界上保持生命独立于

其他人事实上我们的思想依赖于

其他人他们依赖于其他人

并且它们在其他人身上表达所以

关于你是谁的概念你通常

不知道你是谁直到你看到

你自己与亲近的人互动

与你为敌

的人 对你不可知的人

所以这是

使用

这种洞察力来了解是什么让我们

人类将其变成工具并尝试的第一步

获得对精神疾病的新见解

感谢有我