Tracking the fitness of your brain

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there are many

limitations with the way we assess brain

health

and mental health as a psychiatrist

i noticed that a lot of times my

patients don’t necessarily feel

comfortable

sharing with me their darkest feelings

and even if they do share they may not

be able

to evaluate these feelings objectively

moreover they come to see me for 30

minutes

once or twice a month but they live with

their symptoms

24 hours a day and seven days a week

imagine that one day

we can evaluate brain health not only

continuously

and objectively but also outside of a

doctor’s office

with my background in both medicine

and technology i had an aha moment

when wearable technologies such as

fitbit and apple watch became popular

i asked myself if there are

fitness checkers for the human body why

can we have

fitness trackers for the human brain

but how are we going to build a brain

fitness tracker again

my experiences outside of medicine

gave me the second aha moment

as an amateur pianist i’m always

noticing that how well i play

is linked to my concentration and my

mood

for that day so one day as i was

playing the piano it occurred to me

that we should of course look into the

way

we use the keyboard on our smartphones

to show you what i mean recently i was

evaluating someone

with bipolar disorder also known as

manic depression as this person

was in a manic state i was noticing how

much faster

they were speaking now if

i’m talking faster i’m also going to be

typing faster

right especially nowadays we all text

more

than we make phone calls

so with this intuition we put together a

team of researchers and programmers

and we decided to make our own

smartphone keyboard and we put this

keyboard

on the app store for everyone to use

this is how it works after the keyboard

is downloaded

you can set it to replace your standard

iphone keyboard

every time you’re texting someone

writing an email

or posting on social media the timing of

each key press

is saved so that we can understand

how fast or slow you’re typing the

rhythm

of your typing as well as how often you

use the backspace

and the frequency of your typos

if you use this keyboard consistently

you would start seeing feedback

information

on the dashboard of our app

such as how many key presses you have

entered for that day

just like you see how many steps you’ve

taken for that day

if you wear a fitness tracker today

i have entered more than 4 300 key

presses so far

and more than 300 of them are backspaces

but how do we as researchers analyze

all this data to give you an intuitive

idea

we can for example quantify your typing

performance

by taking into account both the speed

of your typing and the accuracy of your

typing

now we can take it a step further by

harnessing the power

of artificial intelligence

thanks to citizen science we have

recruited

more than 2 000 participants and

analyzed more than

30 million key presses as of today

in fact we are now feeding all this

typing information

into algorithms and see how well

we can predict brain health even when a

person

is not in a doctor’s office

so what have we learned from our citizen

scientists

so far i would like to highlight a few

findings

in particular i want to talk about how

the way we type

changes as we get older

or when we feel depressed

but first we have our best typing

performance

a few hours after we wake up in the

morning

after our typing performance reached its

peak

it then fluctuates and gradually drops

towards

the end of the day and this is the

reason why

we should think twice before writing

that

long work email at night

i don’t do it myself anymore

how about age how does age affect the

way we type

we found that this fluctuation in typing

performance

is more magnified as we get older

we are now running a new study and see

if you can use this fluctuation to

better

understand early signs of alzheimer’s

disease

with regards to depression our citizen

scientists

tend to make more typos and pause

more when they experience higher degrees

of depressive symptoms

again this is consistent with my

observations

in that my patients say to me all the

time

that when they are depressed they can’t

stay focused

and they can’t maintain their

concentration

so now that i’ve shared some of our

findings

that supported the feasibility of a

brain

finish tracker i want to emphasize

that we still have a lot of work to do

and there will be other ways of

measuring brain health using technology

the future of technology should be about

the well-being

of all of us we can all

work together and use technology

to improve the assessment the diagnosis

and the treatment of brain disorders

thank you very much

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you

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作为一名精神科医生,我们评估大脑健康和心理健康的方式有很多局限性

我注意到很多时候我的

病人不一定愿意

与我分享他们最黑暗的感受

即使他们确实分享了,他们也可能无法

客观地评估这些感受,

而且他们

每月一次或两次来看我 30 分钟,但他们

每周 7 天每天 24 小时都带着他们的症状生活,

想象有一天

我们 不仅可以持续客观地评估大脑健康

,而且可以在

医生办公室之外

以我在医学

和技术方面的背景评估

fitbit 和 Apple Watch 等可穿戴技术开始流行时,我有一个恍惚的时刻

我问自己是否有

健身检查器 人体 为什么

我们可以

为人脑提供健身追踪器,

但是我们如何再次构建大脑

健身追踪器

我在医学之外的经验

给了我 作为业余钢琴家的第二个瞬间

我总是

注意到我弹得有多好

与我的注意力和

那天的心情有关,所以有一天当我

弹钢琴时,我突然

想到我们当然应该研究一下

我们在智能手机上使用键盘

向您展示我的意思的方式最近我正在

评估

患有双相情感障碍的人,也称为

躁狂抑郁症,因为这个

人处于躁狂状态我注意到

他们现在说话的速度有多快,如果

我是 说话速度更快,我也将

打字速度更快,

尤其是现在,我们发短信的

次数

比打电话的次数多,

所以凭借这种直觉,我们组建了一个

研究人员和程序员团队

,我们决定制作自己的

智能手机键盘,我们把这个

键盘

在应用商店上供所有人

使用 这是下载键盘后的工作方式

您可以将其设置为

每次给某人发短信或

写电子邮件

或发帖时替换您的标准 iPhone 键盘 g 在社交媒体上保存每次按键的时间,

以便我们了解

您的打字速度有多快或多慢 打字的

节奏

,以及您

使用退格键

的频率以及

使用此键盘时输入错误的频率 始终如一地,

您会开始

在我们的应用程序的仪表板上看到反馈信息,

例如您

当天输入了多少按键,

就像您今天佩戴健身追踪器看到您当天走了多少步一样,

我输入了更多 到目前为止,超过 4 300 次按键

,其中超过 300 次是退格键,

但是作为研究人员,我们如何分析

所有这些数据以给您一个直观的

想法

,例如,我们可以

通过考虑

您的打字速度和 您打字的准确性

现在我们可以通过利用人工智能的力量更进一步,

这要归功于公民科学我们已经

招募

了 2 000 多名参与者并

分析了更多 n

截至今天 3000 万次按键

事实上,我们现在正在将所有这些

打字信息输入

到算法中,看看

即使一个人不在医生办公室,我们也能很好地预测大脑健康,

所以到目前为止,我们从公民科学家那里学到了什么

我想特别

强调一些

发现 打字性能达到顶峰

,然后

在一天结束时波动并逐渐下降,这就是

为什么

我们

在晚上写那封冗长的工作电子邮件之前应该三思而后行的原因

我自己不再这样

做了年龄如何影响年龄

我们打字的方式

我们发现

随着年龄的增长,这种打字性能的波动会更加放大

我们现在正在进行一项新的研究,

看看你是否可以利用这种波动来

更好地

理解耳朵 阿尔茨海默

与抑郁症有关的症状 我们的公民

科学家

往往会打出更多的错别字,

当他们再次经历更高程度的抑郁症状时,他们会更多地停顿。

这与我的

观察结果一致

,因为我的患者一直对我

说,当他们抑郁时 他们无法

保持专注

,也无法保持

专注,

所以现在我已经分享了一些

支持

大脑

完成追踪器可行性的研究结果,我想强调的

是,我们还有很多工作

要做 将是

使用技术测量大脑健康的其他方法

技术的未来应该是关于

我们所有人的福祉 我们都可以

共同努力并使用技术

来改进评估

脑部疾病的诊断和治疗

非常感谢

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