Neuroskeptic Gets "Cited"

...kind of. Last week, I blogged about a Nature paper, Eisenegger et al, reporting that giving women testosterone makes them behave more generously in a money-sharing procedure called the Ultimatum Game.

But just a few days later, PLoS ONE published a paper, Zak et al, finding exactly the opposite result - testosterone decreased generosity in the Ultimatum Game - although that was in men, rather than women. The lead author of the PLoS paper, Paul J. Zak, then "cited" my blog post in an online comment attached to his article, as part of a discussion of the differences between his paper and Eisenegger et al's. This is not a proper citation of course, but it's a start. At least I like to think so.

PLoS have a brilliant policy of having a blog-style comment thread attached to every paper. This is a far better system than the traditional academic policy of allowing comments only in the form of formal "Letters to the Editor" of the journal. This made sense in the days before the internet, but it's long outlived its usefulness.

A Letter has to be approved by the editor of the journal to get published at all. For reasons of space, if nothing else, the number which get printed is small. Even if your Letter does see the light of day, it will be, at minimum, a couple of months after the original paper was published, by which time most readers of the original will have forgotten what the fuss was about. If the original authors reply to your Letter, and you want to reply to their reply, it'll be another couple of months before you can, assuming you still care about it by this point. And so on.

An online comment thread, on the other hand, is "peer review" in its purest form. The key difference is speed - replies take place in real time or close to it, which makes a genuine conversation possible. The fact that anyone on the internet can comment might not seem to be a good thing; the internet makes you stupid, after all. But the standard of comments on PLoS papers is generally very high; I don't know if this is because of a moderation policy, or just because PLoS readers are sensible folk.

A few other journals have adopted a similar commenting system, notably Nature (although apparently not other Nature group journals like Nature Neuroscience), but this is something I'd like to see all journals adopt. Ultimately, I'd like to see the boundaries between the "official" academic literature and "informal" online discussion such as blogs blurred further; PLoS seem to be leading the way in this regard too with their recently announced integration with ResearchBlogging.org although Nature also have a blog section. Exciting times.

Neuroskeptic Gets "Cited"

...kind of. Last week, I blogged about a Nature paper, Eisenegger et al, reporting that giving women testosterone makes them behave more generously in a money-sharing procedure called the Ultimatum Game.

But just a few days later, PLoS ONE published a paper, Zak et al, finding exactly the opposite result - testosterone decreased generosity in the Ultimatum Game - although that was in men, rather than women. The lead author of the PLoS paper, Paul J. Zak, then "cited" my blog post in an online comment attached to his article, as part of a discussion of the differences between his paper and Eisenegger et al's. This is not a proper citation of course, but it's a start. At least I like to think so.

PLoS have a brilliant policy of having a blog-style comment thread attached to every paper. This is a far better system than the traditional academic policy of allowing comments only in the form of formal "Letters to the Editor" of the journal. This made sense in the days before the internet, but it's long outlived its usefulness.

A Letter has to be approved by the editor of the journal to get published at all. For reasons of space, if nothing else, the number which get printed is small. Even if your Letter does see the light of day, it will be, at minimum, a couple of months after the original paper was published, by which time most readers of the original will have forgotten what the fuss was about. If the original authors reply to your Letter, and you want to reply to their reply, it'll be another couple of months before you can, assuming you still care about it by this point. And so on.

An online comment thread, on the other hand, is "peer review" in its purest form. The key difference is speed - replies take place in real time or close to it, which makes a genuine conversation possible. The fact that anyone on the internet can comment might not seem to be a good thing; the internet makes you stupid, after all. But the standard of comments on PLoS papers is generally very high; I don't know if this is because of a moderation policy, or just because PLoS readers are sensible folk.

A few other journals have adopted a similar commenting system, notably Nature (although apparently not other Nature group journals like Nature Neuroscience), but this is something I'd like to see all journals adopt. Ultimately, I'd like to see the boundaries between the "official" academic literature and "informal" online discussion such as blogs blurred further; PLoS seem to be leading the way in this regard too with their recently announced integration with ResearchBlogging.org although Nature also have a blog section. Exciting times.

Testosterone, Aggression... Confusion

Breaking news from the BBC -

Testosterone link to aggression 'all in the mind'

Work in Nature magazine suggests the mind can win over hormones... Testosterone induces anti-social behaviour in humans, but only because of our own prejudices about its effect rather than its biological activity, suggest the authors.

The researchers, led by Ernst Fehr of the University of Zurich, Switzerland, said the results suggested a case of "mind over matter" with the brain overriding body chemistry.

"Whereas other animals may be predominantly under the influence of biological factors such as hormones, biology seems to exert less control over human behaviour," they said.

Phew, that's a relief - for a minute back there I was worried we didn't have free will. But look a little closer at the study, and it turns out that all is not as it seems. The experiment (Eisenegger et al) involved giving healthy women 0.5 mg testosterone, or placebo, in a randomized double-blind manner, and then getting them to take part in the "Ultimatum Game".

This is a game for two players. One, the Proposer, is given some money, and then has to offer to give a certain proportion of it to the other player, the Receiver. If the Receiver accepts the offer, both players get the agreed-upon amount of money. If they reject it, however, no-one gets anything.

The Proposer is basically faced with the choice of making a "fair" offer, e.g. giving away 50%, or a greedy one, say offering 10% and keeping 90% for themselves. Receivers generally accept fair offers, but most people get annoyed or insulted by unfair ones, and reject them, even though this means they lose money (10% of the money is still more than 0%).

What happened? Testosterone affected behaviour. It had no effect on women playing the role of the Receivers, but the Proposers given testosterone made significantly fairer offers on average, compared to those given placebo. That's not mind over matter, that's matter over mind - give someone a hormone and their behaviour changes.

The direction of the effect is quite interesting - if testosterone increased aggression, as popular belief has it, you might expect it to decrease fair offers. Or, you might not. I suppose it depends on your understanding of "aggression". For their part, Eisenegger et al interpret this finding as suggesting that testosterone doesn't increase aggression per se, but rather increases our motivation to achieve "status", which leads to Proposers making fairer offers, so as to appear nicer. Hmm. Maybe.

But where did the BBC get the whole "all in the mind" thing from? Well, after the testing was over, the authors asked the women whether they thought they had taken testosterone or placebo. The results showed that the women couldn't actually tell which they'd had - they were no more accurate than if they were guessing - but women who believed they'd got testosterone made more unfair offers than women who believed they got placebo. The size of this effect was bigger than the effect of testosterone.

Is that "mind over matter"? Do beliefs about testosterone exert a more powerful effect on behaviour than testosterone itself? Maybe they do, but these data don't tell us anything about that. The women's beliefs weren't manipulated in any way in this trial, so as an experiment it couldn't investigate belief effects. In order to show that belief alters behaviour, you'd need to control beliefs. You could randomly assign some subjects to be told they were taking testosterone, and compare them to others told they were on placebo, say.

This study didn't do anything like that. Beliefs about testosterone were only correlated with behaviour, and unless someone's changed the rules recently, correlation isn't causation. It's like finding that people with brown skin are more likely to be Hindus than people with white skin, and concluding that belief in Brahma alters pigmentation. It could even be that the behaviour drove the belief, because subjects were quizzed about their testosterone status after the Ultimatum Game - maybe women who, for whatever reason, behaved selfishly, decided that this meant they had taken testosterone!

Overall, this study provides quite interesting data about hormonal effects on behaviour, but tells us nothing about the effects of beliefs about hormones. On that issue, the way the media have covered this experiment is rather more informative than the experiment itself.

[BPSDB]

Eisenegger, C., Naef, M., Snozzi, R., Heinrichs, M., & Fehr, E. (2009). Prejudice and truth about the effect of testosterone on human bargaining behaviour Nature DOI: 10.1038/nature08711

Testosterone, Aggression... Confusion

Breaking news from the BBC -

Testosterone link to aggression 'all in the mind'

Work in Nature magazine suggests the mind can win over hormones... Testosterone induces anti-social behaviour in humans, but only because of our own prejudices about its effect rather than its biological activity, suggest the authors.

The researchers, led by Ernst Fehr of the University of Zurich, Switzerland, said the results suggested a case of "mind over matter" with the brain overriding body chemistry.

"Whereas other animals may be predominantly under the influence of biological factors such as hormones, biology seems to exert less control over human behaviour," they said.

Phew, that's a relief - for a minute back there I was worried we didn't have free will. But look a little closer at the study, and it turns out that all is not as it seems. The experiment (Eisenegger et al) involved giving healthy women 0.5 mg testosterone, or placebo, in a randomized double-blind manner, and then getting them to take part in the "Ultimatum Game".

This is a game for two players. One, the Proposer, is given some money, and then has to offer to give a certain proportion of it to the other player, the Receiver. If the Receiver accepts the offer, both players get the agreed-upon amount of money. If they reject it, however, no-one gets anything.

The Proposer is basically faced with the choice of making a "fair" offer, e.g. giving away 50%, or a greedy one, say offering 10% and keeping 90% for themselves. Receivers generally accept fair offers, but most people get annoyed or insulted by unfair ones, and reject them, even though this means they lose money (10% of the money is still more than 0%).

What happened? Testosterone affected behaviour. It had no effect on women playing the role of the Receivers, but the Proposers given testosterone made significantly fairer offers on average, compared to those given placebo. That's not mind over matter, that's matter over mind - give someone a hormone and their behaviour changes.

The direction of the effect is quite interesting - if testosterone increased aggression, as popular belief has it, you might expect it to decrease fair offers. Or, you might not. I suppose it depends on your understanding of "aggression". For their part, Eisenegger et al interpret this finding as suggesting that testosterone doesn't increase aggression per se, but rather increases our motivation to achieve "status", which leads to Proposers making fairer offers, so as to appear nicer. Hmm. Maybe.

But where did the BBC get the whole "all in the mind" thing from? Well, after the testing was over, the authors asked the women whether they thought they had taken testosterone or placebo. The results showed that the women couldn't actually tell which they'd had - they were no more accurate than if they were guessing - but women who believed they'd got testosterone made more unfair offers than women who believed they got placebo. The size of this effect was bigger than the effect of testosterone.

Is that "mind over matter"? Do beliefs about testosterone exert a more powerful effect on behaviour than testosterone itself? Maybe they do, but these data don't tell us anything about that. The women's beliefs weren't manipulated in any way in this trial, so as an experiment it couldn't investigate belief effects. In order to show that belief alters behaviour, you'd need to control beliefs. You could randomly assign some subjects to be told they were taking testosterone, and compare them to others told they were on placebo, say.

This study didn't do anything like that. Beliefs about testosterone were only correlated with behaviour, and unless someone's changed the rules recently, correlation isn't causation. It's like finding that people with brown skin are more likely to be Hindus than people with white skin, and concluding that belief in Brahma alters pigmentation. It could even be that the behaviour drove the belief, because subjects were quizzed about their testosterone status after the Ultimatum Game - maybe women who, for whatever reason, behaved selfishly, decided that this meant they had taken testosterone!

Overall, this study provides quite interesting data about hormonal effects on behaviour, but tells us nothing about the effects of beliefs about hormones. On that issue, the way the media have covered this experiment is rather more informative than the experiment itself.

[BPSDB]

Eisenegger, C., Naef, M., Snozzi, R., Heinrichs, M., & Fehr, E. (2009). Prejudice and truth about the effect of testosterone on human bargaining behaviour Nature DOI: 10.1038/nature08711

Autism, Testosterone and Eugenics

The media's all too often shabby treatment of neuroscience and psychology research doesn't just propagate bad science - it means that the really interesting and important bits go unreported. This is what's just happened with the controversy surrounding a paper from the Autism Research Center (ARC) at Cambridge University - Bonnie Aeyeung et. al.'s Fetal Testosterone and Autistic Traits. For research published in a journal with an impact factor of 1.538 (i.e. not good), it's certainly attracted plenty of attention - but for all the wrong reasons.


The Autism Research Center is headed by the dashing Simon Baron-Cohen, also one of the authors on the paper. He's probably the world's best-known autism researcher, and the author of some excellent books on the subject including the classic Mindblindness and The Essential Difference. Mindblindness, in particular, probably deserves a lot of the credit for interesting a generation of psychologists in autism. A big cheese, in other words. Surely his greatest achievement, however, is being Borat's cousin.

Baron-Cohen is famous for his theory that the characteristic features of autism are exaggerated versions of the allegedly characteristic features of male, as opposed to female, cognition. Namely, autistic people have difficulties understanding the emotions and behaviour of other people ("empathizing"), but may show excellent rote memory and understanding of abstract, mathematical or mechanical systems ("systematizing"). He and his colleagues have also hypothesised that an excess of the well-known masculinizing hormone testosterone, could be responsible for the hyper-male brains of autistics, just as testosterone is responsible for the development of masculine traits in boys. Amongst other things this would explain why rates of diagnosed autistic spectrum disorders are several times higher in boys than in girls.

Now, this is one of those wide-ranging theories which serves to drive research, rather than strictly following from the evidence. It's a bold idea, but there is, at the moment, not enough data to confirm or reject this idea. The simple view that testosterone = maleness = autism is almost certainly wrong, but it's a neat theory, there's clearly something to it, and, as one of the commentators on the paper puts it

To date, no theory of autism has provided such a connecting thread linking etiology, neuropsychology and neural bases of autism.

Anyway, the paper reports on an association between testosterone levels in the womb and later "autistic traits" in childhood. 235 healthy children were studied; for all of these kids, the levels of testosterone in the womb during pregnancy were known, because their mothers had had amniocentesis, collecting a sample of fluid from the womb. Amniocentesis is not risk-free and it can't be done for research purposes, but the mothers here got amniocentesis for medical reasons and then agreed to take part in research as well. Testosterone levels in the amniotic fluid were measured; notably, this probably represents testosterone produced by the fetus itself, rather than the mother.

The headline finding was that fetal testosterone (fT) levels were correlated with later "autistic traits", as judged by the mothers, who filled out questionaires about their kid's behaviour at the age of about 8. Here's a nice plot showing the correlation. The vertical axis, "AQ-child total", is the parent's total reported score on the "Autism Quotient" questionaire. Higher scores are meant to indicate autism-like traits (although see below). You'll also notice that fT levels are much higher in the boy fetuses than in the girl fetuses - not surprisingly. That's it - a statistically significant association, but there is still a lot of scatter on the plot. The correlation was still significant if the very high-scoring children were ignored. A similar pattern emerged using a different autism rating scale, but was less significant - probably because many scores were very low.
So, this was a perfectly decent study with an interesting result, but it's only a correlation, and not an especially strong one. How did this get written up? New research brings autism screening closer to reality puffed the Guardian's front page! They suggested that measuring fetal testosterone levels might be a way of testing for autism pre-natally, thus sparking off an entirely formulaic debate about the ethics of selective abortion, the usual denunciations of "eugenics", etc. Long story short - Catholics are against it, the National Autistic Society say it's a dilemma, while a family doctor on Comment is Free is unsure about the "test" because she can't read the article: she doesn't have access to the journal.

Lest it be said that the ethical debate is important in itself, even if the details of the testosterone-based screening test might be inaccurate, bear in mind that "testing for autism" is likely to raise unique issues. Are we talking about a test which could distinguish "low-functioning autism" - which can leave children unable to lead anything like a normal life - from "high-functioning autism", sometimes associated with incredible intellectual achievement? Would the test distinguish classical high-functioning autism from Asperger's? When and if a test is developed, these will be crucial questions. You cannot simply speculate about "a test for autism" in the abstract.

Anyway, after a few days of this nonsense Baron-Cohen rightly protested that the paper had nothing to do with prenatal testing, and that such testing isn't on the horizon yet.

The new research was not about autism screening; the new research has not discovered that a high level of testosterone in prenatal tests is an indicator of autism; autism spectrum disorder has not been linked to high levels of testosterone in the womb; and tests (of autism) in the womb do not allow termination of pregnancies.

Most importantly, there were no autistic kids in the study - all of the children were "normal", although some were rated highly on the autism measures. Moreover, as the plot above shows, any testosterone-based screening test would be very inaccurate. Which is why no experts proposed one.

Just like last time. Back in 2007 the Observer (the Sunday version of the Guardian) ran a front-page article about Simon Baron-Cohen's work on the epidemiology of autism. They said that he'd found that autism rates in Britain were "surging"; they probably aren't, and Baron-Cohen's data didn't show that they were, but despite this the Observer took weeks to clarify the issue (for details of the saga, see Bad Science.) In both cases, some important research about autism from Cambridge ended up on the front page of the newspaper, but the debate which followed completely missed the real point. It would have been better for all concerned if the research had never caught the attention of journalists at all.

The actual study in this case is very interesting, as are the three academic commentaries and a response from the authors published alongside it. I can't cover all of the nuances of the debate, but some of the points of interest include: the question of whether the Autism Quotient (AQ) questionaire actually measures autistic behaviours, or just male behaviours; the point that it may be testosterone present in baby boys shortly after birth, not in the womb, which is most important; and the interesting case of children suffering from Congenital Adrenal Hyperplasia, a genetic disorder leading to excessive testosterone levels; Baron-Cohen et. al. suggest that girls with this disorder show some autism-like traits, but this is controversial. Clearly, this is a crucial point.

Overall, while it's too soon to pass judgement on the extreme male brain theory or the testosterone hypothesis, both must be taken seriously. As for autism prenatal testing, I suspect that this will only come when more of the genetic causes of autism are identified. There is no single "gene for autism"; currently a couple of genes responsible for a small % of autism cases are known: CNTNAP2, for example.

Once we have a good understanding of the many genes which can lead to the many different forms of autistic-spectrum disorders, genetic testing for autism will be possible; I doubt that testosterone levels or anything else will serve as a non-genetic marker, because autism almost certainly has many different causes, and many different associated biochemical abnormalities. Maybe I'm wrong, but even so, if you're worried about hypothetical people aborting hypothetical autistic fetuses, you don't have to worry quite yet. Actual children are dying in Zimbabwe - worry about them.

[BPSDB]

Bonnie Auyeung, Simon Baron-Cohen, Emma Ashwin, Rebecca Knickmeyer, Kevin Taylor, Gerald Hackett (2009). Fetal testosterone and autistic traits British Journal of Psychology, 100 (1), 1-22 DOI: 10.1348/000712608X311731

Autism, Testosterone and Eugenics

The media's all too often shabby treatment of neuroscience and psychology research doesn't just propagate bad science - it means that the really interesting and important bits go unreported. This is what's just happened with the controversy surrounding a paper from the Autism Research Center (ARC) at Cambridge University - Bonnie Aeyeung et. al.'s Fetal Testosterone and Autistic Traits. For research published in a journal with an impact factor of 1.538 (i.e. not good), it's certainly attracted plenty of attention - but for all the wrong reasons.


The Autism Research Center is headed by the dashing Simon Baron-Cohen, also one of the authors on the paper. He's probably the world's best-known autism researcher, and the author of some excellent books on the subject including the classic Mindblindness and The Essential Difference. Mindblindness, in particular, probably deserves a lot of the credit for interesting a generation of psychologists in autism. A big cheese, in other words. Surely his greatest achievement, however, is being Borat's cousin.

Baron-Cohen is famous for his theory that the characteristic features of autism are exaggerated versions of the allegedly characteristic features of male, as opposed to female, cognition. Namely, autistic people have difficulties understanding the emotions and behaviour of other people ("empathizing"), but may show excellent rote memory and understanding of abstract, mathematical or mechanical systems ("systematizing"). He and his colleagues have also hypothesised that an excess of the well-known masculinizing hormone testosterone, could be responsible for the hyper-male brains of autistics, just as testosterone is responsible for the development of masculine traits in boys. Amongst other things this would explain why rates of diagnosed autistic spectrum disorders are several times higher in boys than in girls.

Now, this is one of those wide-ranging theories which serves to drive research, rather than strictly following from the evidence. It's a bold idea, but there is, at the moment, not enough data to confirm or reject this idea. The simple view that testosterone = maleness = autism is almost certainly wrong, but it's a neat theory, there's clearly something to it, and, as one of the commentators on the paper puts it

To date, no theory of autism has provided such a connecting thread linking etiology, neuropsychology and neural bases of autism.

Anyway, the paper reports on an association between testosterone levels in the womb and later "autistic traits" in childhood. 235 healthy children were studied; for all of these kids, the levels of testosterone in the womb during pregnancy were known, because their mothers had had amniocentesis, collecting a sample of fluid from the womb. Amniocentesis is not risk-free and it can't be done for research purposes, but the mothers here got amniocentesis for medical reasons and then agreed to take part in research as well. Testosterone levels in the amniotic fluid were measured; notably, this probably represents testosterone produced by the fetus itself, rather than the mother.

The headline finding was that fetal testosterone (fT) levels were correlated with later "autistic traits", as judged by the mothers, who filled out questionaires about their kid's behaviour at the age of about 8. Here's a nice plot showing the correlation. The vertical axis, "AQ-child total", is the parent's total reported score on the "Autism Quotient" questionaire. Higher scores are meant to indicate autism-like traits (although see below). You'll also notice that fT levels are much higher in the boy fetuses than in the girl fetuses - not surprisingly. That's it - a statistically significant association, but there is still a lot of scatter on the plot. The correlation was still significant if the very high-scoring children were ignored. A similar pattern emerged using a different autism rating scale, but was less significant - probably because many scores were very low.
So, this was a perfectly decent study with an interesting result, but it's only a correlation, and not an especially strong one. How did this get written up? New research brings autism screening closer to reality puffed the Guardian's front page! They suggested that measuring fetal testosterone levels might be a way of testing for autism pre-natally, thus sparking off an entirely formulaic debate about the ethics of selective abortion, the usual denunciations of "eugenics", etc. Long story short - Catholics are against it, the National Autistic Society say it's a dilemma, while a family doctor on Comment is Free is unsure about the "test" because she can't read the article: she doesn't have access to the journal.

Lest it be said that the ethical debate is important in itself, even if the details of the testosterone-based screening test might be inaccurate, bear in mind that "testing for autism" is likely to raise unique issues. Are we talking about a test which could distinguish "low-functioning autism" - which can leave children unable to lead anything like a normal life - from "high-functioning autism", sometimes associated with incredible intellectual achievement? Would the test distinguish classical high-functioning autism from Asperger's? When and if a test is developed, these will be crucial questions. You cannot simply speculate about "a test for autism" in the abstract.

Anyway, after a few days of this nonsense Baron-Cohen rightly protested that the paper had nothing to do with prenatal testing, and that such testing isn't on the horizon yet.

The new research was not about autism screening; the new research has not discovered that a high level of testosterone in prenatal tests is an indicator of autism; autism spectrum disorder has not been linked to high levels of testosterone in the womb; and tests (of autism) in the womb do not allow termination of pregnancies.

Most importantly, there were no autistic kids in the study - all of the children were "normal", although some were rated highly on the autism measures. Moreover, as the plot above shows, any testosterone-based screening test would be very inaccurate. Which is why no experts proposed one.

Just like last time. Back in 2007 the Observer (the Sunday version of the Guardian) ran a front-page article about Simon Baron-Cohen's work on the epidemiology of autism. They said that he'd found that autism rates in Britain were "surging"; they probably aren't, and Baron-Cohen's data didn't show that they were, but despite this the Observer took weeks to clarify the issue (for details of the saga, see Bad Science.) In both cases, some important research about autism from Cambridge ended up on the front page of the newspaper, but the debate which followed completely missed the real point. It would have been better for all concerned if the research had never caught the attention of journalists at all.

The actual study in this case is very interesting, as are the three academic commentaries and a response from the authors published alongside it. I can't cover all of the nuances of the debate, but some of the points of interest include: the question of whether the Autism Quotient (AQ) questionaire actually measures autistic behaviours, or just male behaviours; the point that it may be testosterone present in baby boys shortly after birth, not in the womb, which is most important; and the interesting case of children suffering from Congenital Adrenal Hyperplasia, a genetic disorder leading to excessive testosterone levels; Baron-Cohen et. al. suggest that girls with this disorder show some autism-like traits, but this is controversial. Clearly, this is a crucial point.

Overall, while it's too soon to pass judgement on the extreme male brain theory or the testosterone hypothesis, both must be taken seriously. As for autism prenatal testing, I suspect that this will only come when more of the genetic causes of autism are identified. There is no single "gene for autism"; currently a couple of genes responsible for a small % of autism cases are known: CNTNAP2, for example.

Once we have a good understanding of the many genes which can lead to the many different forms of autistic-spectrum disorders, genetic testing for autism will be possible; I doubt that testosterone levels or anything else will serve as a non-genetic marker, because autism almost certainly has many different causes, and many different associated biochemical abnormalities. Maybe I'm wrong, but even so, if you're worried about hypothetical people aborting hypothetical autistic fetuses, you don't have to worry quite yet. Actual children are dying in Zimbabwe - worry about them.

[BPSDB]

Bonnie Auyeung, Simon Baron-Cohen, Emma Ashwin, Rebecca Knickmeyer, Kevin Taylor, Gerald Hackett (2009). Fetal testosterone and autistic traits British Journal of Psychology, 100 (1), 1-22 DOI: 10.1348/000712608X311731