A new way to monitor vital signs (that can see through walls) | Dina Katabi

108,129 views ・ 2018-08-09

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Translator: Susana Arrizado Gago Reviewer: Serv. de Norm. Lingüística U. de Santiago de Compostela
00:13
When I was a kid,
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Cando era nena
00:14
I was, like many of you in this room, very much fascinated by Star Wars,
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coma moitos de vós nesta sala,
estaba moi fascinada por Star Wars.
00:19
and what fascinated me the most is this notion of the Force,
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O que máis me fascinaba era a noción da Forza.
00:23
this energy that connects all people and all objects
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Esa enerxía que conecta todas as persoas e todas as cousas
00:26
and allows you to feel people that you can't even see.
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e permíteche sentir xente que nin sequera podes ver.
00:30
And I remember many nights, I would be sitting at home,
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Recordo moitas noites, sentada na casa,
00:33
just, like, concentrating and focusing, trying to feel the Force,
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concentrándome para sentir a Forza
00:38
and I didn't feel anything, don't worry.
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e non sentía nada de nada, non temades.
00:41
(Laughter)
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(Risos)
00:43
And later in life, I became a scientist.
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Máis tarde, convertinme nunha científica.
00:45
I joined the MIT faculty and started working on wireless signals.
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Uninme ao MIT e comecei a traballar nos sinais sen fíos.
00:51
These are things like Wi-Fi or cellular systems,
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Cousas coma as redes sen fíos ou os sistemas móbiles.
00:54
and I did a lot of work in that domain.
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Traballei arreo nese eido.
00:57
But then, again, this Force thing kept nagging me,
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Mais o tema da Forza seguía a amolarme
01:02
and at some point, I was just like,
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e, nalgún momento, pensei:
01:04
"Wait a minute, these wireless signals -- they are like the Force."
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"Un momento, estes sinais sen fíos, son coma a Forza."
01:08
So if you think about it,
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Se o pensades
01:09
wireless signals, they travel through space,
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os sinais sen fíos viaxan a través do espazo,
01:12
they go through obstacles and walls and occlusions,
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atravesan obstáculos e muros e atrancos.
01:16
and some of them,
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Algúns deles
01:17
they reflect off our bodies, because our bodies are full of water,
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reflíctense no noso corpo que está cheo de auga
01:21
and some of these minute reflections,
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e algunhas destas diminutas reflexións
01:23
they come back.
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retornan.
01:25
And if, just if, I had a device that can just sense these minute reflections,
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E só con ter un aparello que detectase esas ínfimas reflexións,
01:32
then I would be able to feel people that I cannot see.
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sería capaz de sentir persoas que non podo ver.
01:36
So I started working with my students on building such a device,
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Comecei a traballar cos meus estudantes en construír ese aparello
01:40
and I want to show you some of our early results.
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e vouvos amosar algúns dos nosos primeiros resultados.
01:44
So here, you see my student standing,
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Aquí vedes o estudante de pé
01:46
and here is our device.
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e velaquí o dispositivo.
01:48
And we are going to put the device in the other office, behind the wall,
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Imos poñer o dispositivo na outra oficina, detrás do muro,
01:54
and we are going to monitor him as he moves.
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e imos controlalo mentres se move.
01:57
This red dot is tracking him using wireless signals.
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Este punto vermello está a seguilo usando sinais sen fíos.
02:02
And as you can see, the red dot is tracking his movements very accurately,
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Como podedes ver, o punto vermello segue os seus movementos con moita precisión,
02:07
purely based on how his body interacts with the surrounding wireless signals.
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baseándose soamente en como o corpo interactúa cos sinais sen fíos do arredor.
02:13
Pretty accurate, isn't it?
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Bastante preciso, non é?
02:16
He has no wearables, nothing.
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Non leva ningún conector, nada.
02:18
(Applause)
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(Aplauso)
02:21
Now you might be wondering,
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Agora debedes estar pensando
02:23
how is it possible that we can sense people
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como é posíbel que poidamos sentir a xente
02:26
and track them, without any wearables, through walls,
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e rastrexala sen tecnoloxía poñíbel, a través dos muros.
02:30
and the easiest analogy to think about is radar.
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A analoxía máis simple que me vén ao maxín é o radar.
02:33
I'm sure many of you have seen this picture.
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Seguro que moitos de vós vistes esta foto.
02:35
You transmit a wireless signal to the sky,
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Transmítese un sinal sen fíos ao ceo,
02:37
it reflects off some airplane, comes back to you,
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reflíctese nun avión, volve
02:40
and you start detecting these airplanes.
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e comezades a detectar eses avións.
02:44
But if it were just radar,
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Pero se fose tan só un radar,
02:46
then we would have this 50 years ago.
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existiría dende hai 50 anos.
02:49
So it's not just radar.
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Non é simplemente un radar.
02:51
There are two key differences.
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Hai dúas diferenzas significativas.
02:54
So the first difference, of course --
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A primeira, por suposto,
02:56
you can't, like radar, just blast wireless power at somebody.
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é que non se pode, como un radar, disparar sen máis unha carga eléctrica.
02:59
You're going to fry them like if they were in a microwave.
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Fritiríamolo coma se estivese nun microondas.
03:02
Don't do that.
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Non fagades iso.
03:04
So it means that you have to be able to deal with very weak signals,
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Isto significa que tedes que ser quen de apañarvos con sinais moi febles
03:09
and that means that your device has to be very sensitive.
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e tamén, que o voso aparello debe ser moi sensíbel.
03:14
The second difference is that, unlike the sky, where it's empty --
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A segunda diferenza é que o ceo está baleiro
03:18
if you are lucky, there is one airplane that you can catch there.
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--se tedes sorte, haberá un avión que podes cachar aí arriba.
03:21
Like, look at the room
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Pero mirade esta sala
03:22
and look how many objects and people there are.
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e mirade cantos obxectos e persoas hai aquí.
03:25
So in indoor environments, the signal not only reflects off the person,
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En espazos interiores, o sinal non só se reflicte na persoa,
03:29
if reflects off the person, off the floor, the ceiling,
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reflíctese na persoa e tamén no chan, no teito,
03:33
off other people around,
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noutra xente darredor.
03:35
and you get very complex reflections
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Obtéñense unhas reflexións supercomplexas,
03:37
where the same signal reflects off me and then off you,
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en que o mesmo sinal se reflicte en ti e en min,
03:40
and then off the ceiling, then off the floor.
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e volve outra vez ao teito e o chan.
03:42
And you have to make sense of that mess.
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E tes que darlle un senso a toda esa enleada.
03:47
But we were lucky.
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Pero tivemos sorte.
03:49
We were coming at the right time.
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Chegamos no momento xusto.
03:53
So two things helped us.
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Axudáronnos dúas cousas.
03:55
The first thing is radiotechnologies have evolved a lot,
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A primeira é que as radiotecnoloxías evolucionaron moito
03:59
and over the last decade,
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e na última década
04:01
radio technology became much more powerful,
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a radiotecnoloxía volveuse máis potente
04:03
so we were able to build very sensitive radios
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polo que puidemos construír radios máis sensíbeis
04:07
that can sense weak and minute RF signals.
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que poden sentir sinais de radiofrecuencia febles e ínfimos.
04:11
The second thing: machine learning.
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A segunda foi a aprendizaxe automática.
04:14
So you keep hearing about machine learning
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Ouvimos falar de seguido da aprendizaxe automática
04:16
and there was a revolution of machine learning recently,
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e houbo unha revolución nese campo recentemente,
04:19
in deep learning,
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na aprendizaxe profunda,
04:20
and that allowed us to build machine-learning models
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e iso permitiunos construír modelos de máquinas intelixentes
04:24
that can understand wireless signals and interpret them
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que poden comprender os sinais wifi e interpretalos
04:28
so they would know what happened in the environment.
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de xeito que saiban o que sucede ao redor.
04:31
So if you think of it, the radio is like the ear of our device
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Se o pensades, a radio é coma o ouvido do noso aparello
04:35
and the machine learning is like the brain,
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e a aprendizaxe é coma o cerebro.
04:38
and together, they have a very powerful device.
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Xuntos forman un potente dispositivo.
04:44
So what else can we sense about people using wireless signals?
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Que máis podemos sentir das persoas mediante sinais sen fíos?
04:50
Sleep.
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O sono.
04:51
Sleep, actually, is something very dear to my heart,
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O sono, en realidade, é algo moi prezado para min
04:54
because my sleep is a disaster.
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porque o meu é unha desfeita.
04:56
(Laughter)
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(Risos)
04:57
So one thing is when you start working on some physiological signal
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Cando comezas a traballar nun sinal fisiolóxico
05:00
and you discover that yours sucks.
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e descobres que o teu dá noxo.
05:03
(Laughter)
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(Risos)
05:07
So you can see why we can capture sleep,
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Podedes ver por que podemos capturar o sono
05:09
because the person walks and the device sees him as he walks to bed,
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porque a persoa camiña e ségueo mentres vai para a cama,
05:12
when he stops tossing around in bed,
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cando para de dar voltas na cama,
05:15
when he steps out of bed,
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cando se ergue.
05:16
and that measure of sleep is what people call actigraphy.
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Esa medición do sono é o que chamamos actigrafía.
05:20
It's based on motion.
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Está baseada no movemento.
05:23
But it turned out that we can actually get sleep
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Pero resultou que podemos chegar a ver o sono
05:26
at a much more important level.
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nun nivel moito máis importante.
05:28
We can understand the change in the brain waves
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Podemos comprender os cambios das ondas cerebrais
05:32
that occur during sleep.
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que ocorren durante o sono.
05:35
So, many of you probably know that as we go to sleep,
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Moitos de vós sabedes sen dúbida, que cando imos durmir
05:38
our brainwaves change and we enter different stages:
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as ondas cerebrais cambian e entramos en diferentes fases:
05:41
awake, light sleep, deep sleep and REM, or rapid eye movement.
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vixilia, sono lixeiro, profundo e MOR ou movementos oculares rápidos.
05:46
These stages are of course related to sleep disorders,
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Estas fases relaciónanse con desordes do sono
05:50
but they are also related to various diseases.
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pero tamén con outras enfermidades.
05:53
So for example, disturbances in REM are associated with depression.
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Por exemplo, as desordes no MOR están relacionadas coa depresión.
05:59
Disturbances in deep sleep are associated with Alzheimer's.
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Os desarranxos no sono profundo están asociados co alzhéimer.
06:04
So if you want to get sleep staging,
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Se queremos representar o sono
hoxe en día, enviaríamos a persoa ao hospital,
06:07
today, you will send the person to the hospital,
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06:09
they put all of these electrodes on their head,
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poñeríanlle todos eses eléctrodos na testa
e pediríanlle que durmise deste xeito.
06:12
and they ask them to sleep like that.
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06:13
(Laughter)
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(Risos)
06:16
It's not really a happy experience.
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Non é unha experiencia feliz.
06:20
So what if I tell you that I can do the same thing
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E se vos dixera que podemos facer exactamente o mesmo
06:23
but without any of these electrodes on the person's body?
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pero sen todos eses eléctrodos no corpo?
06:27
So here is our device,
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Aquí temos o noso dispositivo,
06:29
transmitting very low power wireless signal,
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mediante a transmisión de sinais sen fíos moi baixos
06:32
analyzes the reflections using AI
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analiza as reflexións utilizando IA
06:34
and spits out the sleep stages throughout the night.
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e vai indicando as fases do sono ao longo da noite.
06:38
So we know, for example, when this person is dreaming.
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Sabemos, por exemplo, cando unha persoa está soñando.
06:44
Not just that ...
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Non só iso.
06:46
we can even get your breathing while you are sitting like that,
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Ata podemos gravar a vosa respiración mentres estades aí sentados
06:49
and without touching you.
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e sen tocarvos.
06:51
So he is sitting and reading
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Aquí está sentado lendo
06:53
and this is his inhales, exhales.
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e isto é a inhalación e expiración.
06:55
We asked him to hold his breath,
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Pedímoslle que contivese o alento
06:58
and you see the signal staying at a steady level
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e podedes ver que o sinal mantense nun nivel estábel
07:00
because he exhaled.
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porque só expirou.
07:02
He did not inhale.
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Non inhalou.
07:05
And I want to zoom in on the signal.
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Agora quero facer zoom no sinal.
07:07
And this is the same signal as before.
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É o mesmo sinal que antes.
07:09
These are the inhales,
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Estas son as inspiracións
07:11
these are the exhales.
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e estas as expiracións.
07:13
And you see these blips on the signal?
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E vedes esas pulsacións no sinal?
07:15
These are not noise.
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Non son ruído.
07:17
They are his heartbeats.
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Son os latexos do corazón.
07:19
And you can see them beat by beat.
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Podedes ver latexo a latexo.
07:23
So I want to stop here for a moment and show you a live demo.
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Quero parar aquí un momento e facer unha demostración en directo
07:27
Zach is going to help me with the demo,
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Zach vai axudarnos coa demostración.
07:29
and we're going to use the device to monitor Zach's breathing.
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Imos usar o aparello para controlar a súa respiración.
07:35
So this white box that you see here is the device,
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Esta caixa branca que vedes aquí é o dispositivo.
07:39
and Zach is turning it on ...
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Zach está a acendelo.
07:43
and let's see whether he breathes well.
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Imos ver se respira ben.
07:46
So we're going to do exactly what we did in the video with the other guy,
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Imos facer exactamente o mesmo ca no vídeo co outro tipo
07:50
so the wireless signal is going through,
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de modo que o sinal o atravese,
07:53
it's touching Zach's body,
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toque o corpo de Zach
07:55
and it's reflecting back to the device,
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e se reflicta de volta no aparello.
07:57
and we want to monitor his breathing, his inhale-exhale motion.
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Queremos controlar a súa respiración, o movemento inspira-expira.
08:00
So we see the inhales, exhales --
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Vemos como inspira, expira.
08:03
so see, these ups and downs are Zach breathing.
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Vedes, ese sube e baixa é Zach respirando.
08:10
Inhaling, exhaling.
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Inspira, expira.
08:12
(Applause)
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(Aplauso)
08:17
So, he can breathe.
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Ou sexa, sabe respirar.
08:20
(Laughter)
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(Risos)
08:21
Zach, can you hold your breath, please?
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Zach, poderías aguantar a respiración?
08:25
OK, so now he's holding his breath,
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Ok, agora está aguantando a respiración,
08:28
so you see the signal stays at a steady level,
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podemos ver que o sinal segue estábel
08:30
and these are his heartbeats.
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e estes son os latexos.
08:32
Beat, beat, beat, beat, beat.
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Pum, pum, pum, pum, pum.
08:35
(Applause)
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(Aplausos)
08:36
OK, Zach, you can breathe again.
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OK, Zach, xa podes volver respirar.
08:38
(Laughter)
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(Risos)
08:40
We don't want accidents here.
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Non queremos accidentes aquí.
08:42
(Laughter)
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(Risos)
08:43
OK, thank you.
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Ok, grazas.
08:45
(Applause)
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(Aplausos)
08:51
So as you can see, we have this device
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Como podedes ver, temos este instrumento
08:54
that can monitor so many physiological signals for you,
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que pode controlarche tantos signos fisiolóxicos
08:58
and what is really interesting about this device
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e o realmente interesante sobre el
09:01
is that it does all this without any wearables,
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é que fai todo iso sen sensores,
09:03
without asking the person to change his behavior
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sen pedirlle á persoa que cambie os seus hábitos
09:06
or to wear anything or charge anything special.
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ou que leve ou cargue nada especial.
09:09
And that got doctors very excited,
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Isto entusiasma aos médicos.
09:12
because doctors,
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Porque os doutores
09:13
they always want to know more information about their patients,
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sempre queren ter máis información sobre os seus pacientes,
09:16
particularly at home,
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particularmente na casa.
09:18
and this is particularly true in chronic diseases,
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Isto é especialmente certo nas enfermidades crónicas
09:20
like pulmonary diseases, like COPD,
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coma as pneumolóxicas tipo DPOC
09:24
or heart failure or Alzheimer's and even depression.
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ou problemas cardíacos ou alzhéimer e incluso, na depresión.
09:29
All of these chronic diseases are very important.
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Todas esas enfermidades son moi importantes.
09:31
In fact -- perhaps you know --
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De feito, quizais o saiban,
09:34
two-thirds of the cost of health care in the US
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dous terzos do custo sanitario nos EUA
09:37
is due to chronic diseases.
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débese a enfermidades crónicas.
09:39
But what is really interesting about chronic diseases
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Pero o realmente interesante sobre estas enfermidades
09:42
is that when the person, for example,
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é cando a persoa, por exemplo,
09:43
has a problem that leads to the hospital and the emergency room,
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ten un problema que a leva ás urxencias do hospital
09:48
this problem doesn't happen overnight.
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ese problema non pasa dun día para outro.
09:51
Actually, things happen gradually.
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Ao contrario, sucede gradualmente.
09:53
So if we can monitor chronic disease patients in their home,
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Se podemos vixiar na súa casa aos pacientes crónicos
09:56
we can detect changes in their breathing, heartbeat, mobility, sleep --
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poderemos notar cambios na respiración, no pulso, na mobilidade ou o sono.
10:01
and we can detect emergencies before they occur
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Poderemos detectar urxencias antes de que ocorran
10:05
and have the doctor intervene earlier
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e facer que o médico interveña antes
10:07
so that we can avoid hospitalization.
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de modo que evitemos a hospitalización.
10:10
And indeed, today we are working with multiple doctors
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Por suposto, hoxe estamos traballando con múltiples doutores
10:14
in different disease categories.
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en diferentes tipos de enfermidades.
10:16
So I'm really excited
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Estou realmente contenta
10:17
because we have deployed the device with many patients.
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porque desenvolvemos este aparello con moitos pacientes.
10:20
We have deployed the device with patients that have COPD,
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Fixémolo con pacientes que teñen DPOC,
10:24
which is a pulmonary disease,
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unha enfermidade pulmonar,
10:25
patients that have Alzheimer's,
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con pacientes de alzhéimer,
10:27
patients that have depression and anxiety
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pacientes que teñen depresión e ansiedade
10:29
and people that have Parkinson's.
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e persoas con párkinson.
10:32
And we are working with the doctors on improving their life,
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Estamos traballando cos médicos en mellorar a súa vida,
10:35
understanding the disease better.
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en comprender mellor a enfermidade.
10:38
So when I started, I told you
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Cando comecei,
10:41
that I'm really fascinated with Star Wars and the Force in Star Wars,
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díxenvos que me abraiaba Star Wars e a Forza.
10:46
and indeed, I'm still very much fascinated,
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Por suposto, sigo fascinada con Star Wars
10:50
even now, as a grown-up, with Star Wars,
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incluso agora de adulta,
10:52
waiting for the next movie.
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á espreita da próxima película.
10:54
But I'm very fascinated now and excited
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Pero agora pásmame e arrebátame
10:59
about this new Force of wireless signals,
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esta nova Forza dos sinais sen fíos
11:03
and the potential of changing health care with this new force.
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e o seu potencial para cambiar a asistencia sanitaria.
11:07
One of the patients with whom we deployed is actually my aunt.
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Un dos pacientes cos que traballamos é de feito a miña tía
11:10
She has heart failure,
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Ten unha cardiopatía.
11:12
and I'm sure many of you guys in the audience
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Seguro que moitos de vós no público
11:16
have parents, grandparents, loved ones who have chronic diseases.
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tedes pais, avós, seres queridos con enfermidades crónicas.
11:21
So I want you to imagine with me a future
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Quero que imaxinedes comigo un futuro
11:24
where in every home that has a chronic disease patient,
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en que cada casa cun paciente crónico
11:26
there is a device like this device sitting in the background
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ten un aparello coma este nalgún curruncho
11:30
and just monitoring passively
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e simplemente controla de modo pasivo
11:32
sleep, breathing, the health of this chronic disease patient,
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o sono, a respiración, a saúde do paciente crónico.
11:37
and before an emergency occurs,
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Antes de que apareza a emerxencia
11:39
it would detect the degradation in the physiological signal
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detectamos a degradación dos signos fisiolóxicos
11:42
and alert the doctor
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e alertamos ao doutor
11:43
so that we can avoid hospitalization.
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para evitar a hospitalización.
11:46
This can change health care as we know it today,
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Isto pode cambiar a asistencia sanitaria tal e como a coñecemos,
11:49
improve how we understand chronic diseases
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mellorar a nosa comprensión sobre as enfermidades crónicas
11:52
and also save many lives.
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e abofé salvar moitas vidas.
11:54
Thank you.
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Grazas.
11:56
(Applause)
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(Aplausos)
12:01
Helen Walters: Dina, thank you so much.
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Helen Waters: Dina, moitas grazas.
12:03
Thank you too, Zach.
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Grazas tamén, Zach.
12:04
So glad you're breathing.
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Que ben que respires!
12:05
So Dina, this is amazing.
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Dina, isto é abraiante.
12:08
The positive applications are incredible.
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As aplicacións positivas son incribles.
12:11
What is the framework, though, like the ethical framework around this?
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Cal é o marco de traballo, é dicir, o marco ético en todo isto?
12:15
What are you doing to prevent this technology from being used
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Que se pode facer para evitar que esta tecnoloxía sexa usada
12:18
for other, perhaps less positive types of applications?
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para outros propósitos digamos menos positivos?
12:22
Dina Katabi: Yeah, this is a very important question, of course,
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Dina Katabi: Si, por suposto que é unha cuestión importante
12:25
like, what about misuse,
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a do mal uso,
12:26
or what about, I guess you could say, about the Dark Side of the Force?
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ou tamén poderiamos dicir o lado escuro da Forza?
12:30
HW: Right, right.
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HW: Claro, claro.
12:31
(Laughter)
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(Risos)
12:33
DK: So we actually have technologies
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DK: De feito, dispomos de ferramentas
12:36
that prevent people from trying to use this device
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para evitar que a xente use este aparello
12:41
to monitor somebody without their consent.
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para controlar a alguén sen o seu consentimento.
12:43
Because the device understands space,
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Porque o aparello comprende o espazo,
12:45
it will ask you to prove, by doing certain movements,
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pedirache que probes mediante certos movementos
12:49
that you have access to the space
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que tes acceso ao espazo arredor
12:51
and you are the person who you are asking the device to monitor.
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e que es a persoa que solicita iniciar a monitorización.
12:54
So technology-wise,
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Desde o punto de vista tecnolóxico,
12:56
we have technology that we integrate to prevent misuse,
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temos tecnoloxía que integramos para previr un mal uso
13:00
but also, I think there is a role for policy, like everything else,
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pero tamén hai sitio para a lexislación, coma en todo,
13:03
and hopefully, with the two of them, we can control any misuse.
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e esperamos que entre as dúas partes poidamos controlar o abuso.
13:09
HW: Amazing. Thank you so much.
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HW: Fantástico. Moitísimas grazas.
13:10
DK: Thank you.
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DK: Grazas a ti.
13:12
(Applause)
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(Aplausos)
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