Tim Harford: Trial, error and the God complex

342,058 views ・ 2011-07-15

TED


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Prevoditelj: Katarina Smetko Recezent: Zlatko Smetisko
00:15
It's the Second World War.
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Drugi je svjetski rat,
00:17
A German prison camp.
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njemački zarobljenički kamp,
00:20
And this man,
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a ovaj čovjek,
00:23
Archie Cochrane,
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Archie Cochrane,
00:26
is a prisoner of war and a doctor,
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ratni je zarobljenik i liječnik,
00:29
and he has a problem.
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i ima problem.
00:32
The problem is that the men under his care
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Problem je u tome što ljudi o kojima brine
00:35
are suffering
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pate
00:37
from an excruciating and debilitating condition
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u iznimno bolnom stanju koje ih je znatno oslabilo,
00:40
that Archie doesn't really understand.
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a koje Archie baš i ne razumije.
00:43
The symptoms
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Simptomi su
00:45
are this horrible swelling up of fluids under the skin.
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strašno nakupljanje tekućine ispod kože.
00:48
But he doesn't know whether it's an infection, whether it's to do with malnutrition.
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No, on ne zna radi li se o infekciji, ima li to veze s pothranjenošću...
00:51
He doesn't know how to cure it.
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Ne zna kako to liječiti.
00:53
And he's operating in a hostile environment.
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A radi u neprijateljskom okruženju.
00:56
And people do terrible things in wars.
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Ljudi u ratu rade grozne stvari.
00:58
The German camp guards, they've got bored.
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Čuvarima njemačkih kampova postalo je dosadno.
01:01
They've taken to just firing into the prison camp at random
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Počeli su nasumce pucati po zatvoreničkom kampu,
01:03
for fun.
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iz zabave.
01:05
On one particular occasion,
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U jednom konkretnom slučaju,
01:07
one of the guards threw a grenade into the prisoners' lavatory
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jedan od čuvara bacio je granatu u kupaonicu koju su koristili zatvorenici
01:10
while it was full of prisoners.
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i to dok je bila puna zatvorenika.
01:13
He said he heard suspicious laughter.
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Rekao je da je čuo sumnjiv smijeh.
01:15
And Archie Cochrane, as the camp doctor,
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Archie Cochrane, kao liječnik u kampu,
01:18
was one of the first men in
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bio je jedan od prvih koji su došli unutra
01:20
to clear up the mess.
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kako bi počistili nered.
01:22
And one more thing:
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I još jedna stvar:
01:24
Archie was suffering from this illness himself.
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Archie je i sam patio od spomenute bolesti.
01:27
So the situation seemed pretty desperate.
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Situacija se činila prilično očajnom.
01:30
But Archie Cochrane
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No, Archie Cochrane
01:32
was a resourceful person.
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se znao snaći.
01:35
He'd already smuggled vitamin C into the camp,
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Već je prokrijumčario vitamin C u kamp,
01:38
and now he managed
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a sad je uspio
01:40
to get hold of supplies of marmite
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doći do zalihe Marmitea
01:42
on the black market.
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na crnom tržištu.
01:44
Now some of you will be wondering what marmite is.
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Neki od vas pitat će se što je Marmite.
01:47
Marmite is a breakfast spread beloved of the British.
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Marmite je namaz za doručak koji Britanci obožavaju.
01:50
It looks like crude oil.
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Izgleda poput sirovog ulja.
01:52
It tastes ...
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Okus mu je...
01:54
zesty.
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žestok.
01:56
And importantly,
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Ono što je bitno
01:58
it's a rich source
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jest da je bogat
02:00
of vitamin B12.
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vitaminom B12.
02:02
So Archie splits the men under his care as best he can
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Archie je podijelio ljude za koje se brinuo
02:05
into two equal groups.
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u dvije jednake grupe, kako god je najbolje mogao.
02:07
He gives half of them vitamin C.
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Polovici je dao vitamin C,
02:09
He gives half of them vitamin B12.
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a polovici vitamin B12.
02:12
He very carefully and meticulously notes his results
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Pažljivo je i detaljno bilježio rezultate
02:15
in an exercise book.
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u bilježnicu.
02:17
And after just a few days,
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Nakon samo nekoliko dana,
02:19
it becomes clear
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postalo je jasno
02:21
that whatever is causing this illness,
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kako ono što uzrokuje tu bolest
02:24
marmite is the cure.
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Marmite može izliječiti.
02:27
So Cochrane then goes to the Germans who are running the prison camp.
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Zatim je Cochrane otišao Nijemcima koji su vodili zatvorenički kamp.
02:30
Now you've got to imagine at the moment --
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Morate zamisliti, u tom trenutku --
02:32
forget this photo, imagine this guy
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zaboravite ovu fotografiju, zamislite tog čovjeka
02:34
with this long ginger beard and this shock of red hair.
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s dugom crvenom bradom i čupavom crvenom kosom.
02:37
He hasn't been able to shave -- a sort of Billy Connolly figure.
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Nije se mogao obrijati -- nalikovao je na komičara Billyja Connolyja.
02:40
Cochrane, he starts ranting at these Germans
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Cochrane počinje govoriti tim Nijemcima
02:42
in this Scottish accent --
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sa škotskim naglaskom --
02:44
in fluent German, by the way, but in a Scottish accent --
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na tečnom njemačkom, ali sa škotskim naglaskom --
02:47
and explains to them how German culture was the culture
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i objašnjava im kako je njemačka kultura
02:50
that gave Schiller and Goethe to the world.
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svijetu dala Schillera i Goethea.
02:52
And he can't understand
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I ne shvaća
02:54
how this barbarism can be tolerated,
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kako se ovakav barbarizam može tolerirati.
02:56
and he vents his frustrations.
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Izbacio je svoje frustracije.
02:59
And then he goes back to his quarters,
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Zatim se vratio u svoje prostorije,
03:02
breaks down and weeps
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slomio se i zaplakao
03:05
because he's convinced that the situation is hopeless.
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jer je bio uvjeren kako je situacija beznadna.
03:10
But a young German doctor
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No, mladi njemački liječnik
03:13
picks up Archie Cochrane's exercise book
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pronašao je Archiejevu bilježnicu
03:16
and says to his colleagues,
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i rekao svojim kolegama:
03:20
"This evidence is incontrovertible.
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"Ovo su nepobitni dokazi.
03:25
If we don't supply vitamins to the prisoners,
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Ako zatvorenike ne opskrbimo vitaminina,
03:28
it's a war crime."
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činimo ratni zločin."
03:30
And the next morning,
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Sljedećeg su jutra
03:32
supplies of vitamin B12 are delivered to the camp,
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zalihe vitamina B12 dostavljene u kamp
03:35
and the prisoners begin to recover.
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i zatvorenici su se počeli oporavljati.
03:39
Now I'm not telling you this story
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Nisam vam ovu priču ispričao
03:41
because I think Archie Cochrane is a dude,
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jer mislim da je Archie Cochrane frajer,
03:43
although Archie Cochrane is a dude.
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iako Archie Cochrane jest frajer.
03:47
I'm not even telling you the story
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Ovo vam ne pričam
03:49
because I think we should be running
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čak ni zato što mislim da bismo trebali vršiti
03:51
more carefully controlled randomized trials
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pažljivije kontrolirane nasumične pokuse
03:53
in all aspects of public policy,
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u svim aspektima javne politike,
03:55
although I think that would also be completely awesome.
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iako mislim da bi i to bilo super.
03:59
I'm telling you this story
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Ovo vam pričam
04:01
because Archie Cochrane, all his life,
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jer se Archie Cochrane cijelog života
04:04
fought against a terrible affliction,
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borio protiv strašne boli.
04:08
and he realized it was debilitating to individuals
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Shvatio je da to oslabljuje pojedinca
04:12
and it was corrosive to societies.
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i uništava društva.
04:14
And he had a name for it.
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Imao je i ime za to.
04:16
He called it the God complex.
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Nazvao je to kompleksom boga.
04:19
Now I can describe the symptoms of the God complex very, very easily.
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Simptome kompleksa boga mogu vrlo jednostavno opisati.
04:23
So the symptoms of the complex
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Simptomi ovog kompleksa jesu
04:26
are, no matter how complicated the problem,
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da, bez obzira na složenost problema,
04:29
you have an absolutely overwhelming belief
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vi ste apsolutno uvjereni
04:32
that you are infallibly right in your solution.
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da je vaše rješenje savršeno ispravno.
04:36
Now Archie was a doctor,
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Archie je bio liječnik,
04:38
so he hung around with doctors a lot.
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tako da se mnogo družio s drugim liječnicima.
04:40
And doctors suffer from the God complex a lot.
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A liječnici često pate od kompleksa boga.
04:43
Now I'm an economist, I'm not a doctor,
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Ja sam ekonomist, a ne liječnik,
04:45
but I see the God complex around me all the time
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ali stalno primjećujem kompleks boga
04:47
in my fellow economists.
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kod svojih kolega ekonomista.
04:49
I see it in our business leaders.
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Vidim ga kod vodećih poslovnih ljudi.
04:51
I see it in the politicians we vote for --
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Vidim ga kod političara za koje glasamo --
04:53
people who, in the face of an incredibly complicated world,
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kod ljudi koji su, suočeni s nevjerojatno složenim situacijama,
04:57
are nevertheless absolutely convinced
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ipak apsolutno uvjereni
05:00
that they understand the way that the world works.
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da razumiju način na koji svijet funkcionira.
05:03
And you know, with the future billions that we've been hearing about,
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A znate, sa svim budućim milijardama o kojima slušamo,
05:06
the world is simply far too complex
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svijet je jednostavno presložen
05:08
to understand in that way.
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da bi ga se moglo razumjeti na taj način.
05:10
Well let me give you an example.
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Dat ću vam primjer.
05:12
Imagine for a moment
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Zamislite na trenutak da,
05:14
that, instead of Tim Harford in front of you,
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umjesto Tima Harforda, pred vama stoji
05:16
there was Hans Rosling presenting his graphs.
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Hans Rosling i predstavlja svoje grafove.
05:19
You know Hans:
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Znate Hansa,
05:21
the Mick Jagger of TED.
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on je Mick Jagger TED-a.
05:23
(Laughter)
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(Smijeh)
05:25
And he'd be showing you these amazing statistics,
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On bi vam pokazivao zadivljujuće statistike,
05:27
these amazing animations.
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fantastične animacije.
05:29
And they are brilliant; it's wonderful work.
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Sjajne su, to je zaista divan rad.
05:31
But a typical Hans Rosling graph:
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No, tipični graf Hansa Roslinga,
05:33
think for a moment, not what it shows,
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razmislite na trenutak, ne o onome što prikazuje,
05:36
but think instead about what it leaves out.
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već o onome što izostavlja.
05:39
So it'll show you GDP per capita,
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Prikazat će vam BDP po glavi stanovnika,
05:42
population, longevity,
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populaciju, životni vijek
05:44
that's about it.
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i to je više-manje to.
05:46
So three pieces of data for each country --
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Tri podatka za svaku državu --
05:48
three pieces of data.
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tri podatka.
05:50
Three pieces of data is nothing.
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Tri podatka je ništa.
05:52
I mean, have a look at this graph.
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Mislim, pogledajte ovaj graf.
05:54
This is produced by the physicist Cesar Hidalgo.
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Izradio ga je fizičar Cesar Hidalgo.
05:56
He's at MIT.
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On radi na MIT-u.
05:58
Now you won't be able to understand a word of it,
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Nećete razumjeti baš ništa,
06:00
but this is what it looks like.
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ali tako izgleda.
06:02
Cesar has trolled the database
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Cesar je pretražio bazu podataka
06:04
of over 5,000 different products,
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s oko 5000 različitih proizvoda
06:07
and he's used techniques of network analysis
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i koristio je tehnike analize mreža
06:12
to interrogate this database
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kako bi ispitao tu bazu
06:14
and to graph relationships between the different products.
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i na grafu prikazao veze između različitih proizvoda.
06:16
And it's wonderful, wonderful work.
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To je zaista prekrasan rad.
06:18
You show all these interconnections, all these interrelations.
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Prikazujete sve ove međusobne veze, sve ove međusobne odnose.
06:21
And I think it'll be profoundly useful
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Mislim da će biti zaista koristan
06:23
in understanding how it is that economies grow.
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za razumijevanje načina na koji se gospodarstva razvijaju.
06:26
Brilliant work.
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Sjajan rad.
06:28
Cesar and I tried to write a piece for The New York Times Magazine
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Cesar i ja pokušali smo napisati članak za časopis New York Times
06:30
explaining how this works.
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u kojem bismo objasnili kako to funkcionira.
06:32
And what we learned
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Ono što smo naučili
06:34
is Cesar's work is far too good to explain
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jest da je Cesarov rad predobar da bi se objasnio
06:36
in The New York Times Magazine.
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u časopisu New York Times.
06:40
Five thousand products --
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5000 proizvoda --
06:43
that's still nothing.
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to je još uvijek ništa.
06:45
Five thousand products --
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5000 proizvoda --
06:47
imagine counting every product category
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zamislite da uključite sve kategorije proizvoda
06:49
in Cesar Hidalgo's data.
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u podatke Cesara Hidalga.
06:51
Imagine you had one second
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Zamislite da imate po jednu sekundu
06:53
per product category.
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za svaku kategoriju proizvoda.
06:55
In about the length of this session,
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Otprilike za vrijeme trajanja ovog govora
06:58
you would have counted all 5,000.
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izbrojili biste svih 5000.
07:00
Now imagine doing the same thing
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A sada zamislite da učinite isto to
07:02
for every different type of product on sale in Walmart.
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za svaki pojedini proizvod na rasprodaji u supermarketu.
07:05
There are 100,000 there. It would take you all day.
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Ima ih više od 100.000. Trebao vi vam cijeli dan.
07:08
Now imagine trying to count
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A sad zamislite da pokušate izbrojiti
07:10
every different specific product and service
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svaki pojedini proizvod i uslugu
07:13
on sale in a major economy
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na rasprodaji u nekom velikom gospodarstvu,
07:15
such as Tokyo, London or New York.
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primjerice u Tokiju, Londonu ili New Yorku.
07:17
It's even more difficult in Edinburgh
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Još je i teže u Edinburghu
07:19
because you have to count all the whisky and the tartan.
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jer morate izbrojiti sav viski i tartan.
07:22
If you wanted to count every product and service
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Kad biste željeli izbrojiti svaki proizvod i uslugu
07:24
on offer in New York --
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koji se nude u New Yorku --
07:26
there are 10 billion of them --
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ima ih 10 milijardi --
07:28
it would take you 317 years.
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trebalo bi vam 317 godina.
07:31
This is how complex the economy we've created is.
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Toliko je složeno gospodarstvo koje smo stvorili.
07:34
And I'm just counting toasters here.
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A sada samo brojim tostere.
07:36
I'm not trying to solve the Middle East problem.
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Ne pokušavam riješiti problem Bliskog istoka.
07:39
The complexity here is unbelievable.
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Složenost je nevjerojatna.
07:42
And just a piece of context --
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Samo djelić konteksta --
07:44
the societies in which our brains evolved
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društva u kojima su naši mozgovi evoluirali
07:46
had about 300 products and services.
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imala su oko 300 proizvoda i usluga.
07:48
You could count them in five minutes.
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Možete ih nabrojiti u pet minuta.
07:51
So this is the complexity of the world that surrounds us.
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Takva je složenost svijeta koji nas okružuje.
07:54
This perhaps is why
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Možda nam je zbog toga
07:56
we find the God complex so tempting.
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komples boga toliko privlačan.
07:59
We tend to retreat and say, "We can draw a picture,
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Skloni smo se povući i reći: "Možemo nacrtati sliku,
08:02
we can post some graphs,
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možemo objaviti nekoliko grafova,
08:04
we get it, we understand how this works."
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shvaćamo, razumijemo kako ovo funkcionira."
08:07
And we don't.
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A nije tako.
08:09
We never do.
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Nikad ne razumijemo.
08:11
Now I'm not trying to deliver a nihilistic message here.
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Ne pokušam poslati nihilističku poruku.
08:13
I'm not trying to say we can't solve
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Ne želim reći da ne možemo riješiti
08:15
complicated problems in a complicated world.
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složene probleme u složenom svijetu.
08:17
We clearly can.
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Očito možemo.
08:19
But the way we solve them
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Ali na koji ćemo ih riješiti
08:21
is with humility --
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jest poniznošću --
08:23
to abandon the God complex
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napuštanjem kompleksa boga
08:25
and to actually use a problem-solving technique that works.
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primjenjivanjem tehnike rješavanja problema koja zaista funkcionira.
08:28
And we have a problem-solving technique that works.
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A imamo tehniku rješavanja problema koja funkcionira.
08:31
Now you show me
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Pokažite mi
08:33
a successful complex system,
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uspješan složen sustav,
08:35
and I will show you a system
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a ja ću vam pokazati sustav
08:38
that has evolved through trial and error.
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koji je nastao kroz pokušaje i pogreške.
08:40
Here's an example.
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Evo primjera.
08:42
This baby was produced through trial and error.
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Ovo dijete nastalo je metodom pokušaja i pogreške.
08:46
I realize that's an ambiguous statement.
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Shvaćam da je to dvosmislena izjava.
08:49
Maybe I should clarify it.
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Možda bih je trebao pojasniti.
08:51
This baby is a human body: it evolved.
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Ovo je dijete ljudsko tijelo: evoluiralo je.
08:54
What is evolution?
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Što je evolucija?
08:56
Over millions of years, variation and selection,
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Milijunima godina, varijacija i selekcija,
08:59
variation and selection --
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varijacija i selekcija --
09:02
trial and error,
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pokušaji i pogreške,
09:04
trial and error.
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pokušaji i pogreške.
09:07
And it's not just biological systems
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Nije tako samo s biološkim sustavima
09:09
that produce miracles through trial and error.
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koji rade čuda kroz pokušaje i pogreške.
09:11
You could use it in an industrial context.
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Možete to primijeniti i u kontekstu industrije.
09:13
So let's say you wanted to make detergent.
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Recimo da želite proizvesti deterdžent.
09:15
Let's say you're Unilever
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Recimo da ste vi Unilever
09:17
and you want to make detergent in a factory near Liverpool.
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i želite proizvesti deterdžent u tvornici pokraj Liverpoola.
09:20
How do you do it?
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Kako ćete to učiniti?
09:22
Well you have this great big tank full of liquid detergent.
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Imate veliki spremnik pun tekućeg deterdženta.
09:25
You pump it at a high pressure through a nozzle.
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Pumpate ga pod visokim pritiskom kroz štrcaljku.
09:27
You create a spray of detergent.
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Nastaje deterdžent u spreju.
09:30
Then the spray dries. It turns into powder.
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Zatim se sprej osuši i pretvara se u prah.
09:32
It falls to the floor.
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Pada na pod.
09:34
You scoop it up. You put it in cardboard boxes.
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Pokupite ga i stavite u kartonske kutije.
09:36
You sell it at a supermarket.
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Prodajete ga u supermarketima.
09:38
You make lots of money.
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Zaradite mnogo novca.
09:40
How do you design that nozzle?
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Kako dizajnirati tu štrcaljku?
09:43
It turns out to be very important.
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Ispada da je to vrlo bitno.
09:46
Now if you ascribe to the God complex,
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Ako to pripišete kompleksu boga,
09:48
what you do is you find yourself a little God.
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morate pronaći "malog Boga"
09:51
You find yourself a mathematician; you find yourself a physicist --
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Pronađete matematičara ili fizičara --
09:54
somebody who understands the dynamics of this fluid.
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nekoga tko razumije dinamiku te tekućine.
09:57
And he will, or she will,
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I tada će on, ili ona,
10:00
calculate the optimal design of the nozzle.
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odrediti optimalni dizajn štrcaljke.
10:03
Now Unilever did this and it didn't work --
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Unilever je to učinio i nije funkcioniralo --
10:05
too complicated.
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bilo je previše komplicirano.
10:07
Even this problem, too complicated.
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Čak je i taj problem previše kompliciran.
10:10
But the geneticist Professor Steve Jones
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No, profesor genetike Steve Jones
10:13
describes how Unilever actually did solve this problem --
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opisuje kako je Unilever zapravo riješio ovaj problem --
10:16
trial and error,
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metodom pokušaja i pogreške,
10:18
variation and selection.
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varijacijom i selekcijom.
10:20
You take a nozzle
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Uzmete štrcaljku
10:22
and you create 10 random variations on the nozzle.
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i izradite 10 nasumičnih varijanti štrcaljke.
10:26
You try out all 10; you keep the one that works best.
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Isprobate svih 10 i zadržite onu koja radi najbolje.
10:29
You create 10 variations on that one.
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Napravite 10 varijanti te jedne.
10:31
You try out all 10. You keep the one that works best.
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Isprobate svih 10 i zadržite onu koja radi najbolje.
10:34
You try out 10 variations on that one.
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Isprobate 10 varijanti te...
10:36
You see how this works, right?
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Vidite kako to ide, zar ne?
10:38
And after 45 generations,
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Nakon 45 generacija,
10:40
you have this incredible nozzle.
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dobijete ovu nevjerojatnu štrcaljku.
10:42
It looks a bit like a chess piece --
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Pomalo naliči šahovskoj figuri --
10:44
functions absolutely brilliantly.
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funkcionira apsolutno fantastično.
10:47
We have no idea
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Nemamo pojma
10:49
why it works,
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zašto radi,
10:51
no idea at all.
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uopće nemamo pojma.
10:53
And the moment you step back from the God complex --
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Onog trenutka kad se odmaknemo od kompleksa boga --
10:55
let's just try to have a bunch of stuff;
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pokušajmo samo skupiti hrpu stvari,
10:57
let's have a systematic way of determining what's working and what's not --
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odredimo na sustavan način što radi, a što ne --
11:00
you can solve your problem.
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možete riješiti svoj problem.
11:02
Now this process of trial and error
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Taj proces pokušaja i pogreške
11:04
is actually far more common in successful institutions
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zapravo je mnogo češći u uspješnim institucijama
11:07
than we care to recognize.
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nego što smo mi to voljni primijetiti.
11:09
And we've heard a lot about how economies function.
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Čuli smo mnogo toga o načinu na koji gospodarstva funkcioniraju.
11:12
The U.S. economy is still the world's greatest economy.
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Američko gospodarstvo još je uvijek najveće na svijetu.
11:16
How did it become the world's greatest economy?
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Kako je postalo najveće gospodarstvo na svijetu?
11:19
I could give you all kinds of facts and figures
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Mogao bih vam prestaviti razne podatke
11:21
about the U.S. economy,
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o američkom gospodarstvu,
11:23
but I think the most salient one is this:
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ali mislim da je ovaj najbitniji:
11:26
ten percent of American businesses
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deset posto američkih tvrtki
11:29
disappear every year.
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nestaje svake godine.
11:32
That is a huge failure rate.
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To je velik postotak neuspjeha.
11:35
It's far higher than the failure rate of, say, Americans.
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Mnogo je veći nego, recimo, postotak neuspjeha kod Amerikanaca.
11:37
Ten percent of Americans don't disappear every year.
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Svake godine ne nestaje deset posto Amerikanaca.
11:40
Which leads us to conclude
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Iz toga možemo zaključiti
11:42
American businesses fail faster than Americans,
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da američke tvrtke propadaju brže nego Amerikanci,
11:45
and therefore American businesses are evolving faster than Americans.
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dakle američke se tvrtke razvijaju brže nego Amerikanci.
11:48
And eventually, they'll have evolved to such a high peak of perfection
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Na kraju će se razviti do takvog stupnja savršenstva
11:51
that they will make us all their pets --
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da će nas sve učiniti svojim kućnim ljubimcima --
11:54
(Laughter)
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(Smijeh)
11:56
if, of course, they haven't already done so.
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ako, naravno, to već nisu učinile.
11:59
I sometimes wonder.
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Ponekad se pitam.
12:02
But it's this process of trial and error
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Ali upravo taj proces pokušaja i pogrešaka
12:04
that explains this great divergence,
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objašnjava tu veliku razliku,
12:08
this incredible performance of Western economies.
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tu nevjerojatno uspješnost zapadnjačkih gospodarstava.
12:11
It didn't come because you put some incredibly smart person in charge.
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Nije do toga došlo jer je netko strašno pametan bio šef.
12:14
It's come through trial and error.
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Do toga je došlo pokušajima i pogreškama.
12:16
Now I've been sort of banging on about this
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O ovome trubim
12:18
for the last couple of months,
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posljednjih nekoliko mjeseci
12:20
and people sometimes say to me,
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i ljudi mi ponekad kažu:
12:22
"Well Tim, it's kind of obvious.
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"Pa, Time, to je prilično očito.
12:24
Obviously trial and error is very important.
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Očito je da su pokušaji i pogreške vrlo bitni.
12:26
Obviously experimentation is very important.
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Očito je da su eksperimenti vrlo bitni.
12:28
Now why are you just wandering around saying this obvious thing?"
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Zašto lunjaš uokolo i govoriš očite stvari?"
12:31
So I say, okay, fine.
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Na to kažem, OK, u redu.
12:33
You think it's obvious?
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Mislite da je to očito?
12:35
I will admit it's obvious
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Priznat ću da je očito
12:37
when schools
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kad škole
12:39
start teaching children
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počnu učiti djecu
12:42
that there are some problems that don't have a correct answer.
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da postoje problemi za koje ne postoji točn odgovor.
12:45
Stop giving them lists of questions
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Prestanite im davati popise pitanja
12:48
every single one of which has an answer.
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od kojih svako ima odgovor.
12:50
And there's an authority figure in the corner
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A osoba s pozicijom autoriteta stoji u kutu
12:52
behind the teacher's desk who knows all the answers.
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ili za učiteljskim stolom i zna sve odgovore.
12:54
And if you can't find the answers,
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A ako ne možete pronaći odgovore,
12:56
you must be lazy or stupid.
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mora da ste lijeni ili glupi.
12:58
When schools stop doing that all the time,
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Kd škole to prestanu stalno raditi,
13:00
I will admit that, yes,
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priznat ću da, da,
13:02
it's obvious that trial and error is a good thing.
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očito je da su pokušaji i pogreške dobra stvar.
13:04
When a politician stands up
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Kad političar istupi
13:07
campaigning for elected office
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u kampanji za izbore
13:09
and says, "I want to fix our health system.
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i kaže: "Želim popraviti naš zdravsteni sustav.
13:11
I want to fix our education system.
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Želim popraviti naš obrazovni sustav.
13:13
I have no idea how to do it.
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Nemam pojma kako da to učinim.
13:16
I have half a dozen ideas.
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Imam 5-6 ideja.
13:18
We're going to test them out. They'll probably all fail.
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Isprobat ćemo ih. Ni jedna vjerojatno neće uspjeti.
13:21
Then we'll test some other ideas out.
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Zatim ćemo isprobati neke druge ideje.
13:23
We'll find some that work. We'll build on those.
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Pronaći ćemo neke koje funkcioniraju. Njih ćemo razvijati.
13:25
We'll get rid of the ones that don't." --
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Riješit ćemo se loših."
13:27
when a politician campaigns on that platform,
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Kad političar bude imao takvu kampanju,
13:30
and more importantly, when voters like you and me
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i, još bitnije, kad će glasači poput vas i mene
13:33
are willing to vote for that kind of politician,
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biti voljni glasati za takvog političara,
13:35
then I will admit
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tada ću priznati
13:37
that it is obvious that trial and error works, and that -- thank you.
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da je očito da pokušaji i pogreške funkcioniraju i da -- hvala.
13:40
(Applause)
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(Pljesak)
13:44
Until then, until then
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Do tada, do tada ću
13:47
I'm going to keep banging on about trial and error
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i dalje trubiti o pokušajima i pogreškama
13:49
and why we should abandon the God complex.
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i o tome zašto bismo se trebali riješiti kompleksa boga.
13:52
Because it's so hard
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Jer tako je teško
13:55
to admit our own fallibility.
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priznati vlastitu pogrešivost.
13:57
It's so uncomfortable.
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To je tako neugodno.
13:59
And Archie Cochrane understood this as well as anybody.
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Archie Cochrane je to razumio jednako dobro kao i svi.
14:02
There's this one trial he ran
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Provodio je jedan pokus
14:04
many years after World War II.
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mnogo godina nakon Drugog svetskog rata.
14:06
He wanted to test out
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Želio je istražiti
14:09
the question of, where is it
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gdje bi se
14:11
that patients should recover
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pacijenti trebali oporavljati
14:13
from heart attacks?
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od srčanih udara?
14:15
Should they recover in a specialized cardiac unit in hospital,
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Bi li se trebali oporavljati na specijaliziranom odjelu u bolnici
14:18
or should they recover at home?
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ili bi se trebali oporavljati kod kuće?
14:21
All the cardiac doctors tried to shut him down.
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Svi kardiolozi htjeli su ga ušutkati.
14:24
They had the God complex in spades.
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Bili su naoružani kompleksom boga.
14:27
They knew that their hospitals were the right place for patients,
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Znali su da su njihove bolnice pravo mjesto za pacijente
14:30
and they knew it was very unethical
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i znali su da je vrlo neetički
14:32
to run any kind of trial or experiment.
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bilo što pokušavati ili provoditi pokuse.
14:35
Nevertheless, Archie managed to get permission to do this.
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Unatoč tome, Archie je uspio dobiti dopuštenje da to učini.
14:37
He ran his trial.
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Krenuo je s tim pokusom.
14:39
And after the trial had been running for a little while,
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Nakon što je pokus trajao neko vrijeme,
14:41
he gathered together all his colleagues
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okupio je sve svoje kolege
14:43
around his table,
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oko svojeg stola
14:45
and he said, "Well, gentlemen,
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i rekao: "Pa, gospodo,
14:47
we have some preliminary results.
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dobili smo preliminarne rezultate.
14:49
They're not statistically significant.
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Nisu statistički značajni.
14:51
But we have something.
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Ali imamo nešto.
14:54
And it turns out that you're right and I'm wrong.
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Ispada da ste vi u pravu, a ja u krivu.
14:57
It is dangerous for patients
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Opasno je da se pacijenti
14:59
to recover from heart attacks at home.
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od srčanog udara oporavljaju kod kuće.
15:01
They should be in hospital."
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Trebali bi biti u bolnici."
15:04
And there's this uproar, and all the doctors start pounding the table
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Počeo je negodovanje, svi su liječnici udarali o stol
15:06
and saying, "We always said you were unethical, Archie.
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i govorili: "Oduvijek smo znali da si neetičan, Archie.
15:09
You're killing people with your clinical trials. You need to shut it down now.
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Ubijš ljude svojim kliničkim pokusima. Moraš prekinuti s time.
15:12
Shut it down at once."
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Prestani odmah."
15:14
And there's this huge hubbub.
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Nastala je velika galama.
15:16
Archie lets it die down.
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Archie ih je pustio da utihnu.
15:18
And then he says, "Well that's very interesting, gentlemen,
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Zatim je rekao: "To je vrlo zanimljivo, gospodo,
15:20
because when I gave you the table of results,
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jer kad sam vam pokazao tablicu s rezultatima,
15:23
I swapped the two columns around.
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zamijenio sam stupce.
15:27
It turns out your hospitals are killing people,
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Pokazalo se da vaše bolnice ubijaju ljude
15:29
and they should be at home.
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i da bi trebali biti kod kuće.
15:31
Would you like to close down the trial now,
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Biste li željeli da sad prekinemo s pokusom
15:34
or should we wait until we have robust results?"
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ili da pričekamo konkretnije rezultate?)
15:38
Tumbleweed
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Ni muha se nije čula
15:40
rolls through the meeting room.
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u toj sobi za sastanke.
15:43
But Cochrane would do that kind of thing.
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Ali Cochraneu je i slično da učini nešto takvo.
15:46
And the reason he would do that kind of thing
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A razlog zašto je to učinio
15:48
is because he understood
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jest taj da je razumio
15:50
it feels so much better
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da je mnogo bolji osjećaj
15:52
to stand there and say,
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stajati ondje i reći:
15:54
"Here in my own little world,
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"Ovdje, u mojem malom svijetu,
15:56
I am a god, I understand everything.
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ja sam bog, ja razumijem sve.
15:58
I do not want to have my opinions challenged.
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Ne želim da se moje mišljenje dovodi u pitanje.
16:00
I do not want to have my conclusions tested."
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Ne želim da se moji zaključci preispituju."
16:03
It feels so much more comfortable
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Osjećam se mnogo ugodnije
16:05
simply to lay down the law.
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kad jednostavno odredim pravila.
16:08
Cochrane understood
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Cochrane je razumio
16:10
that uncertainty, that fallibility,
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da nesigurnost, pogrešivost,
16:12
that being challenged, they hurt.
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dovođenje u pitanje -- to boli.
16:14
And you sometimes need to be shocked out of that.
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Ponekad je potreban šok da se toga riješite.
16:18
Now I'm not going to pretend that this is easy.
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Neću vam reći da je to lako.
16:21
It isn't easy.
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Nije lako.
16:23
It's incredibly painful.
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To je nevjerojatno bolno.
16:25
And since I started talking about this subject
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Otkad sam počeo govoriti o ovoj temi
16:27
and researching this subject,
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i istraživati je,
16:29
I've been really haunted by something
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progoni me nešto
16:31
a Japanese mathematician said on the subject.
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što je jedan japanski matematičar rekao o tome.
16:33
So shortly after the war,
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Ubrzo nakon rata,
16:35
this young man, Yutaka Taniyama,
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taj mladi čovjek, Yutaka Taniyama,
16:38
developed this amazing conjecture
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razvio je izvanrednu pretpostavku,
16:40
called the Taniyama-Shimura Conjecture.
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Taniyama-Shimurinu pretpostavku.
16:42
It turned out to be absolutely instrumental
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Ispalo je da je apsolutno nužna
16:45
many decades later
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mnogo desetljeća kasnije
16:47
in proving Fermat's Last Theorem.
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za dokazivanje Fermatovog Posljednjeg teorema.
16:49
In fact, it turns out it's equivalent
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Zapravo, pokazalo se da je ekvivalentan
16:51
to proving Fermat's Last Theorem.
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dokazivanju Fermatovog posljednjeg teorema.
16:53
You prove one, you prove the other.
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Ako dokažete jedno, dokazali ste i drugo.
16:57
But it was always a conjecture.
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Ali to je uvijek bila pretpostavka.
17:00
Taniyama tried and tried and tried
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Taniyama je pokušavao i pokušavao
17:03
and he could never prove that it was true.
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i nikad nije mogao dokazati da je istinita.
17:06
And shortly before his 30th birthday in 1958,
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Ubrzo nkon njegovog 30. rođendana 1958. godine,
17:09
Yutaka Taniyama killed himself.
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Yutaka Taniyama počinio je samoubojstvo.
17:13
His friend, Goro Shimura --
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Njegov prijatelj, Goro Shimura --
17:15
who worked on the mathematics with him --
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koji je s njim radio na toj matematici --
17:17
many decades later, reflected on Taniyama's life.
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mnogo desetljeća kasnije, razmišljao je o Taniyaminom životu.
17:22
He said,
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Rekao je:
17:25
"He was not a very careful person
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"Nije bio baš oprezna osoba
17:27
as a mathematician.
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kao matematičar.
17:29
He made a lot of mistakes.
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Činio je mnogo pogrešaka.
17:32
But he made mistakes in a good direction.
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Ali činio je pogreške u dobrom smjeru.
17:36
I tried to emulate him,
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Pokušavao sam ga kopirati,
17:39
but I realized
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ali shvatio sam
17:41
it is very difficult
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da je vrlo teško
17:43
to make good mistakes."
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činiti dobre pogreške."
17:46
Thank you.
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Hvala vam.
17:48
(Applause)
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(Pljesak)
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