Ben Goldacre: Battling Bad Science

789,058 views ・ 2011-09-30

TED


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譯者: Ou Chih-Hong 審譯者: Joan Liu
00:15
So I'm a doctor, but I kind of slipped sideways into research,
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雖然我是醫生,但無心插柳做了點研究
00:18
and now I'm an epidemiologist.
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所以現在我也是個流行病學家
00:20
And nobody really knows what epidemiology is.
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沒有人真正知道流行病學是什麼
00:22
Epidemiology is the science of how we know in the real world
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流行病學是一種科學,讓我們知道在生活中
00:25
if something is good for you or bad for you.
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什麼東西對你好,或對你不好
00:27
And it's best understood through example
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而有例可循最是簡單明瞭
00:29
as the science of those crazy, wacky newspaper headlines.
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好比誇張、奇怪的新聞標題就是一例
00:34
And these are just some of the examples.
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這裡有些例子
00:36
These are from the Daily Mail.
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它們來自《每日郵報》,全世界各國都有類似的報紙
00:38
Every country in the world has a newspaper like this.
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這類報紙一直都有個古怪、看似有理的企畫
00:40
It has this bizarre, ongoing philosophical project
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就是將世界上所有不會動的物件
00:43
of dividing all the inanimate objects in the world
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都分別歸類成致癌物或防癌物。
00:45
into the ones that either cause or prevent cancer.
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00:47
Here are some of the things they said cause cancer:
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這些是一部分最近據說會致癌的玩意兒
離婚、無線網路、衛生用品和咖啡
00:50
divorce, Wi-Fi, toiletries and coffee.
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而這些則是據說能防癌的東西
00:52
Some things they say prevent cancer:
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麵包皮、紅椒、甘草和咖啡
00:54
crusts, red pepper, licorice and coffee.
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我想你看到了矛盾的地方
00:56
So you can see there are contradictions.
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咖啡同時致癌也防癌
00:58
Coffee both causes and prevents cancer.
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當你開始讀下去,你會發現
01:00
As you start to read on, you can see
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01:01
that maybe there's some political valence behind some of this.
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這些報導說不定別有用心。
01:04
For women, housework prevents breast cancer,
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拿女性來說,做家事能預防乳癌
01:06
but for men, shopping could make you impotent.
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但對男性而言,購物會使他們性無能
01:09
(Laughter)
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所以,我們要開始
01:10
So we know that we need to start unpicking the science behind this.
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揭露這一切背後的科學真相
01:15
And what I hope to show is that unpicking the evidence behind dodgy claims
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我想要做的
是揭穿那些騙人的說法
以及那些假象背後的證據,
01:21
isn't a kind of nasty, carping activity;
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這並非卑鄙、催毛求疵的事
01:24
it's socially useful.
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這對社會有用,
01:26
But it's also an extremely valuable explanatory tool,
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同時,也是個極具價值的
解說工具。
01:30
because real science is about critically appraising the evidence
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因為真正的科學
是批判地評斷他人提出的證據
01:33
for somebody else's position.
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這就是在學術期刊,
01:35
That's what happens in academic journals,
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以及學術研討論上,上演的戲碼。
01:37
it's what happens at academic conferences --
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有時在發言完後的問答時間
01:39
the Q&A session after a postdoc presents data is often a bloodbath.
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就像場血戰。
01:42
And nobody minds that; we actively welcome it.
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但沒人在乎,我們還熱烈歡迎。
01:44
It's like a consenting intellectual S&M activity.
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就像是雙方同意,來場學術上的激烈性愛一樣。
01:47
(Laughter)
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所以,接下來要讓各位看的
01:49
So what I'm going to show you is all of the main things,
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是我的研究領域
也就是流行病學的主要特色-
01:52
all of the main features of my discipline, evidence-based medicine.
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循證醫學。
01:55
And I will talk you through all of these and demonstrate how they work,
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我會一步步的講解,
說明他們是如何運作的,
01:59
exclusively using examples of people getting stuff wrong.
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但不會拿出錯的事情做為例子。
02:02
We'll start with the absolute weakest form of evidence known to man,
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一開始,我們先談最不堪一擊的證據來源
就是權威。
02:06
and that is authority.
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在科學界,我們不在乎你名字後面有多少頭銜,
02:08
In science, we don't care how many letters you have after your name --
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我們想知道,你發表某樣事物的背後有什麼理由。
02:11
we want to know what your reasons are for believing something.
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你怎麼知道那對我們是好,
02:14
How do you know that something is good for us or bad for us?
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還是不好?
02:17
But we're also unimpressed by authority because it's so easy to contrive.
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但,因為權威容易偽造,
所以我們對權威並不有什麼感覺。
02:21
This is somebody called Dr. Gillian McKeith, PhD,
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這是麥基絲醫生博士
或者,給她一個完整的醫學頭銜,吉輪 ●麥基絲。
02:24
or, to give her full medical title, Gillian McKeith.
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(笑聲)
02:27
(Laughter)
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每個國家都有像這個的一個人。
02:30
Again, every country has somebody like this.
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她是電視上的健康飲食大師,
02:32
She is our TV diet guru.
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02:33
She has five series of prime-time television,
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她有多達五個黃金時段的系列節目
02:36
giving out very lavish and exotic health advice.
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分享又豐富,又充滿異國風情的保健建議
02:39
She, it turns out, has a non-accredited correspondence course PhD
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結果,她的學歷只是在美國某一大學的
非公認的函授課程博士。
02:43
from somewhere in America.
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02:44
She also boasts that she's a certified professional member
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她也自豪地說她是美國營養顧問協會
的認證專業會員
02:47
of the American Association of Nutritional Consultants,
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聽起來是多麼吸引人又讓人興奮
02:49
which sounds very glamorous; you get a certificate.
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你有張結業證書,就什麼都有了
02:52
This one belongs to my dead cat, Hettie. She was a horrible cat.
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這是我的貓,海地,她已經過世了,一隻很不乖的貓
你只要上網,填表格,
02:55
You go to the website, fill out the form,
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交六十塊給他們,然後證書就郵寄給你
02:57
give them $60, it arrives in the post.
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但,這不是我們覺得這傢伙是笨蛋的唯一理由
02:59
That's not the only reason we think this person is an idiot.
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她也會說些話像是
03:01
She also says things like eat lots of dark green leaves,
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你該吃很多的深綠色蔬菜,
03:04
they contain chlorophyll and really oxygenate your blood.
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因為深綠色蔬菜有大量葉綠素,可讓血液充滿氧氣
但,任何在學校做過生物實驗的人都記得
03:07
And anybody who's done school biology remembers
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葉綠素及葉綠粒
03:09
that chlorophyll and chloroplasts only make oxygen in sunlight,
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只透過光合作用來製造氧氣
03:12
and it's quite dark in your bowels after you've eaten spinach.
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而當你把菠菜吃掉時,身體裡其實是黑暗的
接著,我們需要正確的科學、有理的證據來證實
03:16
Next, we need proper science, proper evidence.
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03:18
So: "Red wine can help prevent breast cancer."
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「紅酒可預防乳癌。」
這是英國的《每日電訊》的頭條新聞
03:21
This is a headline from The Daily Telegraph in the UK.
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「一天一杯紅酒能幫助預防乳癌。」
03:23
"A glass of red wine a day could help prevent breast cancer."
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接著你去找這則新聞,你會發現
03:26
So you find this paper, and find that it is a real piece of science.
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這確實有科學佐證
03:29
It's a description of the changes in the behavior of one enzyme
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這是描述某實驗室的工作臺上的培養皿,
03:32
when you drip a chemical extracted from some red grape skin
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把紅葡萄皮上所萃取的化學物質,
滴到一些癌細胞上,
03:36
onto some cancer cells
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03:37
in a dish on a bench in a laboratory somewhere.
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酵素會產生變化
03:40
And that's a really useful thing to describe in a scientific paper.
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就科學報告而言,
這樣的實驗描述很有用,
03:44
But on the question of your own personal risk of getting breast cancer
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但,一問到喝紅酒
和得到乳癌的風險為何,
03:48
if you drink red wine,
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這樣的實驗描述什麼屁都沒告訴你。
03:49
it tells you absolutely bugger all.
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事實上,你得到乳癌的風險
03:51
Actually, it turns out that your risk of breast cancer
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會隨著你喝的含酒精飲料
03:53
increases slightly with every amount of alcohol you drink.
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一點一點的增加
03:56
So what we want are studies in real human people.
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因此,我們要看的,是拿真人做的研究
04:00
And here's another example.
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這是另一個例子
04:02
This is from Britain's "leading" diet nutritionist in the Daily Mirror,
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來自英國的《每日鏡報》,一位頗具影響力的飲食營養學家
《每日鏡報》是英國銷售量第二的報紙
04:06
our second-biggest selling newspaper.
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「2001年,澳洲當地的實驗發現
04:08
"An Australian study in 2001 found that olive oil,
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若把橄欖油與水果、蔬菜,或豆類植物搭配食用,
04:10
in combination with fruits, vegetables and pulses,
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將對皮膚防皺有相當顯著效果。」
04:12
offers measurable protection against skin wrinklings,"
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然後,他們就給妳這樣的建議:
04:15
and give the advice:
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「如果把橄欖油及蔬菜搭配著吃,你的皺紋會比較少。」
04:16
"If you eat olive oil and vegetables, you'll have fewer wrinkles."
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他們也很熱心地告訴你文獻出處
04:19
They helpfully tell you how to find the paper,
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而在你看完報告後,你就會知道這是份觀測研究
04:22
and what you find is an observational study.
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很顯然地,沒人有辦法
04:24
Obviously, nobody has been able to go back to 1930,
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回到1930年
把同個產科所有出生的小孩找來
04:27
get all the people born in one maternity unit,
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04:29
and half of them eat lots of fruit and veg and olive oil,
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其中一半給他們吃水果、蔬菜和橄欖油
另一半給他們吃麥當勞
04:32
half of them eat McDonald's,
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04:33
and then we see how many wrinkles you've got later.
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之後,看他們的皺紋誰多誰少
你得拍照記錄人們的樣子
04:36
You have to take a snapshot of how people are now.
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當然,你會發現到
04:38
And what you find is, of course:
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吃蔬菜和橄欖油的人,確實皺紋較少
04:40
people who eat veg and olive oil have fewer wrinkles.
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04:42
But that's because people who eat fruit and veg and olive oil are freaks --
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但,這是因為那些吃水果、蔬菜,橄欖油的人是怪胎
他們不正常,就像你們一樣
04:46
they're not normal, they're like you; they come to events like this.
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他們會出席TED這樣的活動
04:50
(Laughter)
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他們受歡迎、有錢、也不太可能做室外工作
04:51
They're posh, they're wealthy, less likely to have outdoor jobs,
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也不太從事勞力的工作
04:54
less likely to do manual labor,
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04:55
they have better social support, are less likely to smoke;
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他們在社會上獲得較多的支持,他們不太抽菸-
因此,這麼多關於社會、政治,文化等等原因,
04:58
for a host of fascinating, interlocking
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這些原因這麼棒,又如此環環相扣
05:00
social, political and cultural reasons,
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而這些人,也就不太可能有皺紋
05:02
they're less likely to have wrinkles.
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這並不意味著蔬菜還是橄欖油的功勞
05:04
That doesn't mean it's the vegetables or olive oil.
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(笑聲)
05:06
(Laughter)
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所以,做實驗往往是最理想的選擇
05:08
So ideally, what you want to do is a trial.
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05:10
People think they're familiar with the idea of a trial.
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大家都認為,他們對於實驗都得很熟
實驗是個老話題。第一個是出現在聖經-但以理書,第一章十二節
05:13
Trials are old; the first one was in the Bible, Daniel 1:12.
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這試驗很簡單,你找一群人,把他們分兩組
05:16
It's straightforward: take a bunch of people, split them in half,
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這兩組人,你都用不同的方法去對待他們
05:19
treat one group one way, the other group, the other way.
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過了一下子之後
05:21
A while later, you see what happened to each of them.
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你就看會他們會發生什麼事
現在我要和你說的這個試驗
05:24
I'm going to tell you about one trial,
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在過去十年的英國新聞媒體報導中
05:26
which is probably the most well-reported trial
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可以算是名聲相當不錯的試驗
05:28
in the UK news media over the past decade.
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這是個魚肝油的試驗
05:30
This is the trial of fish oil pills.
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魚肝油宣稱,可以改善大部分小孩的學業表現
05:32
The claim: fish oil pills improve school performance and behavior
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及學校行為
05:35
in mainstream children.
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他們說:「我們做了個試驗
05:36
They said, "We did a trial.
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05:37
All the previous ones were positive, this one will be too."
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而之前的試驗結果都是好的,我想我們的也會是好的。」
會這樣說,就是個警訊
05:40
That should ring alarm bells:
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當你已經知道實驗的結果,那還做它幹什麼
05:42
if you know the answer to your trial, you shouldn't be doing one.
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無論這試驗只是隨意起草
05:45
Either you've rigged it by design,
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05:46
or you've got enough data so there's no need to randomize people anymore.
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或是你已有充分的數據,而你已不需要隨機挑選更多的試驗者
實驗就是這樣進行的
05:50
So this is what they were going to do in their trial:
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05:52
They were taking 3,000 children,
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他們找了三千位孩童
05:54
they were going to give them these huge fish oil pills, six of them a day,
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並給孩童吃很多的魚肝油
一天吃六顆
05:58
and then, a year later, measure their school exam performance
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一年後,他們來測量孩童的學業表現
06:01
and compare their performance
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並把得來的結果和
06:03
against what they predicted their exam performance would have been
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這些孩童沒有吃魚肝油的預期結果
來兩相比較
06:06
if they hadn't had the pills.
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06:08
Now, can anybody spot a flaw in this design?
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有人現在看出這實驗設計的缺失了嗎?
06:11
(Laughter)
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所有臨床試驗方法的教授
06:12
And no professors of clinical trial methodology
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06:14
are allowed to answer this question.
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都不準回答這問題
06:16
So there's no control group.
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這實驗沒有對照組
06:18
But that sounds really techie, right? That's a technical term.
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聽起來像電子迷才會做的事
那是一個專業術語
06:21
The kids got the pills, and their performance improved.
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孩童吃了魚肝油,他們的學業表現進步了
06:24
What else could it possibly be if it wasn't the pills?
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除了魚肝油,還有什麼其它的原因嗎?
他們隨著時間長大了
06:28
They got older; we all develop over time.
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06:30
And of course, there's the placebo effect,
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當然,還有安慰劑的影響
06:32
one of the most fascinating things in the whole of medicine.
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安慰劑的效果是所有藥品中,最令人神往的一個
不是吃藥而已,然後你的表現變好,疼痛舒緩如此而已
06:35
It's not just taking a pill and performance or pain improving;
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是我們的信念,以及期望
06:38
it's about our beliefs and expectations, the cultural meaning of a treatment.
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這就是治療的文化定譯
許多很好的研究也和安慰劑的效果
06:42
And this has been demonstrated in a whole raft of fascinating studies
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做了對照實驗
06:45
comparing one kind of placebo against another.
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06:47
So we know, for example,
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舉例來說,一天吃兩顆糖的人
06:48
that two sugar pills a day are a more effective treatment
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較不容易得到胃潰瘍
06:51
for gastric ulcers
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和吃一顆糖的人相比
06:52
than one sugar pill.
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一天吃兩顆糖比吃一顆糖更有用
06:54
Two sugar pills a day beats one a day.
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儘管這個發現讓人覺得奇怪又好笑,但這是事實
06:56
That's an outrageous and ridiculous finding, but it's true.
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06:58
We know from three different studies on three different types of pain
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從三種不同疼痛的研究當中,我們瞭解
注射生理食鹽水來治療疼痛,是個較有效的方法,
07:02
that a saltwater injection is a more effective treatment
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相較於吃糖果,安慰劑...等等沒有任何藥品成分的東西
07:04
than a sugar pill, a dummy pill with no medicine in it,
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07:07
not because the injection or pills do anything physically to the body,
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而這並非是注射或吃藥對生體產生了什麼影響
07:10
but because an injection feels like a much more dramatic intervention.
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而是人們覺得注射是種更強力的手段
我們曉得自己的信念,期待
07:14
So we know that our beliefs and expectations can be manipulated,
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是可被操控的
07:17
which is why we do trials where we control against a placebo,
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這也為什麼我們做實驗時
需要拿安慰劑來對照
07:21
where one half of the people get the real treatment,
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一半的人接受真正的治療
07:23
and the other half get placebo.
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另一半的人則使用安慰劑
07:25
But that's not enough.
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但,這樣是不夠的
07:28
What I've just shown you are examples
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目前為止,我給你們看的實驗例子的方法,都很簡單易懂
07:30
of the very simple and straightforward ways
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簡單到記者、食物供應商、糖果小販
07:32
that journalists and food supplement pill peddlers and naturopaths
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以及自然療法醫生
07:35
can distort evidence for their own purposes.
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都可以根據他們自己的目的,來曲解證據
07:38
What I find really fascinating
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令我相當驚訝的
07:40
is that the pharmaceutical industry uses exactly the same kinds
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是那些醫藥工業
他們使用相同的方法、設備
07:43
of tricks and devices,
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只不過把證據扭曲成較複雜的版本
07:45
but slightly more sophisticated versions of them,
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07:47
in order to distort the evidence they give to doctors and patients,
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3178
而醫生及病人,都根據那些扭曲的證據
做出攸關性命的重要決定
07:51
and which we use to make vitally important decisions.
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07:53
So firstly, trials against placebo:
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首先,大家都認為
一個和安慰劑對照的實驗,應該是
07:56
everybody thinks a trial should be a comparison
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2372
拿新藥品和安慰劑來相比較
07:58
of your new drug against placebo.
181
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但,在很多情況下,這樣的方法是錯的
08:00
But in a lot of situations that's wrong;
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1920
因為,我們通常已經有了一個可行的良好療法
08:02
often, we already have a good treatment currently available.
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我們就不需要知道那可有可無的
08:05
So we don't want to know that your alternative new treatment
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替代療法
08:08
is better than nothing,
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我們想知道的是,替代療法是否比現行的最佳療法更好
08:09
but that it's better than the best available treatment we have.
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然而,你卻看到人們一再地
08:12
And yet, repeatedly, you consistently see people doing trials
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拿安慰劑來對照做實驗
08:15
still against placebo.
188
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1306
08:16
And you can get licensed to bring your drug to market
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只要你得到許可證,你的藥品就可以上市
08:18
with only data showing that it's better than nothing,
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藥品背後的數據,證明這種藥物可有可無
對一個像我這樣需要做決定的醫生來說是沒有任何用處的
08:21
which is useless for a doctor like me trying to make a decision.
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而這不是唯一可以扭曲數據的方法
08:24
But that's not the only way you can rig your data.
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你還可以把和新藥品要比較的物品
08:26
You can also rig your data
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弄得像垃圾一樣
08:28
by making the thing you compare your new drug against
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毫無價值
08:30
really rubbish.
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1157
08:31
You can give the competing drug in too low a dose,
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在使用競爭者的藥品時,你也可以只給予很少的劑量,
而人們自然沒有辦法治療好
08:34
so people aren't properly treated.
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或是你把劑量提高
08:36
You can give the competing drug in too high a dose,
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這樣就會產生副作用
08:38
so people get side effects.
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08:39
And this is exactly what happened
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而這正是發生在治療人格分裂症的
08:41
with antipsychotic medication for schizophrenia.
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抗精神病療程的事情
08:43
Twenty years ago, a new generation of antipsychotic drugs were brought in;
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二十年前,從國外引進了一批新的抗精神病藥物
這些藥物都保證副作用比現有的藥物還少
08:47
the promise was they would have fewer side effects.
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2557
所以人們就開始拿這些新的藥物和舊的藥物
08:50
So people set about doing trials of the new drugs against the old drugs.
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做實驗比較
08:53
But they gave the old drugs in ridiculously high doses:
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但,他們卻把舊的藥物劑量提高很多-
一天要吃20毫克的施寧錠(抗精神病藥物)
08:56
20 milligrams a day of haloperidol.
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結論可想而知
08:58
And it's a foregone conclusion if you give a drug at that high a dose,
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要是你把一種藥物的劑量開這麼高
09:01
it will have more side effects, and your new drug will look better.
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它的副作用當然比新的藥物還要多
過去十年,歷史不斷重演。有趣的是
09:05
Ten years ago, history repeated itself,
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1988
當那一批抗精神病藥品,像是理思必妥
09:07
when risperidone, the first of the new-generation antipsychotic drugs,
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3325
產權到期時,人人都可以自己做這些藥物
09:10
came off copyright, so anybody could make copies.
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2342
09:12
Everybody wanted to show their drug was better than risperidone,
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3032
大家想證明,他們自己做的藥比理思必妥還好
所以你會看到,有一堆的抗精神病藥物
09:15
so you see trials comparing new antipsychotic drugs
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拿來和一天八毫克的理思必妥做比較
09:18
against risperidone at eight milligrams a day.
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八毫克不是多得很瘋狂,也沒有超出合法劑量
09:20
Again, not an insane dose, not an illegal dose,
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2214
但幾乎游走在法律邊緣了
09:22
but very much at the high end of normal.
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1918
所以,你自己做的藥物當然比那些藥來的好
09:24
So you're bound to make your new drug look better.
217
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2517
果不其然
09:27
And so it's no surprise that overall,
218
567183
2597
09:29
industry-funded trials are four times more likely
219
569804
2769
藥商贊助的實驗
比那些獨立出資的實驗,得到陽性結果
09:32
to give a positive result
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1329
09:33
than independently sponsored trials.
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機率高出四倍
09:36
But -- and it's a big but --
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但是,但但但但是
09:39
(Laughter)
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(笑聲)
最後卻發現
09:42
it turns out,
224
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1281
09:43
when you look at the methods used by industry-funded trials,
225
583507
3641
那些藥商贊助實驗所使用的方法
確實是比獨立出資的實驗
09:47
that they're actually better than independently sponsored trials.
226
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3686
要來的好
09:50
And yet, they always manage to get the result that they want.
227
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2892
儘管如此,他們仍設法去得到他們想要的結果
09:53
So how does this work?
228
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1150
怎麼做?
09:54
(Laughter)
229
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這樣如此奇怪的現象該如何解釋?
09:56
How can we explain this strange phenomenon?
230
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2767
09:58
Well, it turns out that what happens
231
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1798
原來,那些負面的數據
10:00
is the negative data goes missing in action;
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2233
在實驗進行中被隱匿起來。
10:02
it's withheld from doctors and patients.
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1937
醫生和病人都不知情
10:04
And this is the most important aspect of the whole story.
234
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2698
而這正是整件事情的重點所在
證據都在這裡
10:07
It's at the top of the pyramid of evidence.
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2034
任一特定的療法,我們需要所有的資訊
10:09
We need to have all of the data on a particular treatment
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2686
來知道該療法是否有效
10:12
to know whether or not it really is effective.
237
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而有兩種不同的方法可以讓你知道
10:14
There are two different ways you can spot whether some data has gone missing.
238
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3667
是否有數據在實驗中不見了
妳可以用統計數字,或是實例
10:18
You can use statistics or you can use stories.
239
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2199
10:20
I prefer statistics, so that's what I'll do first.
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2389
我個人偏好統計數字,所以我先講這個
10:22
This is a funnel plot.
241
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這個圖表叫做漏斗圖
10:24
A funnel plot is a very clever way of spotting
242
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2191
漏斗圖的設計非常聰明
10:26
if small negative trials have disappeared, have gone missing in action.
243
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要是有少量的負面結果不見的話,你會看得出來
10:29
This is a graph of all of the trials done on a particular treatment.
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3478
這圖表上,就是針對某一種醫療法的
所有實驗
10:33
As you go up towards the top of the graph,
245
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2255
隨著你接近圖表的頂端
10:35
what you see is each dot is a trial.
246
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1929
你看到的每一個點,都是一個實驗
10:37
As you go up, those are bigger trials, so they've got less error;
247
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3126
越往上看,那些實驗規模越大,也就越少出錯
10:40
they're less likely to be randomly false positives or negatives.
248
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也就是越少隨便的假陽性效果、假的陰性效果
10:43
So they all cluster together.
249
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1392
他們全聚在一塊
10:45
The big trials are closer to the true answer.
250
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2507
規模較大的實驗,都較接近事實
10:47
Then as you go further down at the bottom,
251
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2016
而你越往底部看
10:49
what you can see is, on this side, spurious false negatives,
252
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2919
你就會看到捏造的假陰性結果
10:52
and over on this side, spurious false positives.
253
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2246
而另一邊,你也是看到捏造的假陽性結果
要是有發表篇倚(有統計同的結果更容易被發表)
10:55
If there is publication bias,
254
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2076
或是少量的負面結果在過程中消失
10:57
if small negative trials have gone missing in action,
255
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2530
10:59
you can see it on one of these graphs.
256
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1815
你在這些圖表都會看到
11:01
So you see here that the small negative trials
257
661538
2151
所以,那些本該在左下角的負面結果
11:03
that should be on the bottom left have disappeared.
258
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2453
全都消失了
這圖表展示的,是關於發表篇倚的研究中
11:06
This is a graph demonstrating the presence of publication bias
259
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2935
所出現的發表篇倚
11:09
in studies of publication bias.
260
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1920
我認為那是個流行病學的笑話,而且,我想這是你聽過的笑話中
11:11
And I think that's the funniest epidemiology joke you will ever hear.
261
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3302
最好笑的一個
11:14
(Laughter)
262
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1011
剛剛說的,就是說明該如何透過統記證明
11:15
That's how you can prove it statistically.
263
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2024
那麼實例呢?
11:17
But what about stories?
264
677502
1151
11:18
Well, they're heinous, they really are.
265
678677
1915
實例就比較可惡了,真的很可惡。
11:20
This is a drug called reboxetine.
266
680616
1589
這藥叫做瑞波西汀(抗憂鬱劑)
11:22
This is a drug which I, myself, have prescribed to patients.
267
682229
2939
我過去曾開過這種藥給病人
而我是個蠻書呆子的醫生
11:25
And I'm a very nerdy doctor.
268
685192
1336
11:26
I hope I go out of my way
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1312
我盡力去嘗試閱讀,並瞭解所有的文獻
11:27
to try and read and understand all the literature.
270
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2359
我看了這些實驗,他們都是陽性的,也都進行得很好
11:30
I read the trials on this.
271
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1308
11:31
They were all positive, all well-conducted.
272
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2267
我沒發現什麼缺失
11:33
I found no flaw.
273
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1151
不幸地是
11:35
Unfortunately, it turned out, that many of these trials were withheld.
274
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3581
許多實驗並沒有公布出來
11:38
In fact, 76 percent of all of the trials that were done on this drug
275
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4545
事實上,有76%關於這項藥品的實驗
並沒有讓醫生
或是病人知道
11:43
were withheld from doctors and patients.
276
703243
1951
現在,請你想一想
11:45
Now if you think about it,
277
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1253
11:46
if I tossed a coin a hundred times,
278
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2297
要是我擲一枚銅板一百次
11:48
and I'm allowed to withhold from you the answers half the times,
279
708816
3536
而其中有一半的答案
我都不和你說
11:52
then I can convince you that I have a coin with two heads.
280
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4089
那麼,我就有辦法說服你
這枚銅板兩面都是人頭
11:56
If we remove half of the data,
281
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1913
若我們刪除一半的數據
11:58
we can never know what the true effect size of these medicines is.
282
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3738
那我們永遠都不曉得,這些藥品實際的效果為何
而這類的實例都是息息相關的
12:02
And this is not an isolated story.
283
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2071
大約有一半抗憂鬱藥物的實驗至今仍未公佈
12:04
Around half of all of the trial data on antidepressants has been withheld,
284
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3794
甚至還超出一半
12:08
but it goes way beyond that.
285
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1436
12:09
The Nordic Cochrane Group were trying to get ahold of the data on that
286
729561
3346
而科克倫小組,正致力於獲得那些數據
來整合所有的事情
12:12
to bring it all together.
287
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1195
科克倫小組是個國際性,非營利的合作機構
12:14
The Cochrane Groups are an international nonprofit collaboration
288
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3019
他們有系統地提供過去的數據回顧
12:17
that produce systematic reviews
289
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1490
12:18
of all of the data that has ever been shown.
290
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2097
而他們需要管道,來獲得所有的數據
12:20
And they need to have access to all of the trial data.
291
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2534
但這些公司不讓他們知道那些數據
12:23
But the companies withheld that data from them.
292
743386
2443
12:25
So did the European Medicines Agency --
293
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2195
歐洲藥物管理局也是如此
已經達三年了
12:28
for three years.
294
748072
1586
12:29
This is a problem that is currently lacking a solution.
295
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3032
這個問題現在仍少個解決方法
12:32
And to show how big it goes, this is a drug called Tamiflu,
296
752738
2899
要讓你們知道問題的嚴重性。來看看克流感
12:35
which governments around the world
297
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1662
世界上許多政府
12:37
have spent billions and billions of dollars on.
298
757347
2843
花了數十億的金錢在克流感上
這些政府都承諾
12:40
And they spend that money on the promise that this is a drug
299
760214
2867
克流感可以降低
12:43
which will reduce the rate of complications with flu.
300
763105
2972
流感併發症的比率
我們既有的數據顯示
12:46
We already have the data
301
766101
1151
12:47
showing it reduces the duration of your flu by a few hours.
302
767276
2794
克流感是降低流感的持續時間幾小時
但我不在乎這個,政府也不在乎
12:50
But I don't care about that, governments don't care.
303
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2454
如果你得到流感,我很抱歉,我知道那很難受
12:52
I'm sorry if you have the flu, I know it's horrible,
304
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2454
但,我們絕不會花了幾十億
12:55
but we're not going to spend billions of dollars
305
775050
2244
只是要去縮短流感症狀的持續時間而已
12:57
trying to reduce the duration of your flu symptoms by half a day.
306
777318
3162
還只減少個半天左右
13:00
We prescribe these drugs.
307
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1325
我們會開這些藥,也會貯存他們為了緊急狀況
13:01
We stockpile them for emergencies
308
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1803
因為我們瞭解,他們可以降低併發症可能性
13:03
on the understanding they'll reduce the number of complications,
309
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3089
併發症可能是肺炎,或是死亡
13:06
which means pneumonia and death.
310
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1534
以義大利為根基的科克倫小組,正努力從藥品公司
13:08
The infectious diseases Cochrane Group, which are based in Italy,
311
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想辦法獲得感染疾病的完整數據
13:11
has been trying to get the full data in a usable form
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而這些數據都是正確可用的
13:15
out of the drug companies,
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如此一來,科克倫小組才能決定
13:16
so they can make a full decision
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13:18
about whether this drug is effective or not,
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一個藥品有效與否
13:20
and they've not been able to get that information.
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然而,他們卻無法獲得那樣的資訊
13:23
This is undoubtedly the single biggest ethical problem
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無庸置疑
照是現藥品面臨的
13:28
facing medicine today.
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一個嚴重的道德問題
若沒有這些資訊
13:31
We cannot make decisions in the absence of all of the information.
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我們便沒有辦法下決定
13:37
So it's a little bit difficult from there
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儘管,現在要下個有希望的結論
13:40
to spin in some kind of positive conclusion.
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是有些困難
但,我會說
13:45
But I would say this:
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13:48
I think that sunlight
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我認為,陽光
13:51
is the best disinfectant.
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是最好的消毒劑
我們眼前看到所發生的事物
13:54
All of these things are happening in plain sight,
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13:56
and they're all protected by a force field of tediousness.
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他們都被我們習以為常的陽光
給保護著
14:01
And I think, with all of the problems in science,
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儘管現今科學界存在著這些問題
我認為,我們最好能做的一件事
14:04
one of the best things that we can do
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14:05
is to lift up the lid, finger around at the mechanics
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就是掀開事物的表層
仔細探查,檢視一番
14:08
and peer in.
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謝謝你們
14:10
Thank you very much.
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14:11
(Applause)
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(掌聲)
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