Thursday, December 1, 2011

Experts Agree, Most Published Science is Wrong

Writing in PLoS Medicine, John Ioannidis says:
There is increasing concern that in modern research, false findings may be the majority or even the vast majority of published research claims. However, this should not be surprising. It can be proven that most claimed research findings are false.
Ioannidis presents a Bayesian analysis of the problem which most people will find utterly confusing. Here's the idea in a diagram.
That looks like about a 75% success rate.  Where does he get most published research being wrong? The 20% true was an arbitrary choice for demonstration.  In the real world, there are an infinite number of false hypotheses, and a finite number of true ones (Hopefully we have the good sense to only test ones for which there is already evidence, or a good theoretical basis for).
This is plausible in his field of medicine where it is easy to imagine that there are more than 800 false hypotheses out of 1000. In medicine, there is hardly any theory to exclude a hypothesis from being tested. Want to avoid colon cancer? Let's see if an apple a day keeps the doctor away. No? What about a serving of bananas? Let's try vitamin C and don't forget red wine. Studies in medicine also have notoriously small sample sizes. Lots of studies that make the NYTimes involve less than 50 people - that reduces the probability that you will accept a true hypothesis and raises the probability that the typical study is false.
 and worse...
Sadly, things get really bad when lots of researchers are chasing the same set of hypotheses. Indeed, the larger the number of researchers the more likely the average result is to be false! The easiest way to see this is to note that when we have lots of researchers every true hypothesis will be found to be true but eventually so will every false hypothesis. Thus, as the number of researchers increases, the probability that a given result is true goes to the probability in the population, in my example 200/1000 or 20 percent.
And then they will make the papers and internet and Fritz's First Law will be fulfilled.

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