Thursday, May 9, 2013



Debunking the IQ myth (?)

This Hampshire guff (below) was debunked months ago -- and the underlying controversy goes back about 100 years.  We have always known that IQ can be split up in various ways so the only interesting issue is how well those components correlate.  From the report below you could be forgiven for thinking that they do not correlate at all.  But they do.  The correlations were somewhat lower in the Hampshire study because of his use of a restricted (high IQ) sample, but that effect is elementary statistics and does not provide an estimate for the population as a whole.  There is NOTHING new in this study from a psychometrics viewpoint:  Just another tired old attempt to deny the facts that don't align with  the "all men are equal" myth

You may be more than a single number, according to a team of Western-led researchers. Considered a standard gauge of intelligence, an intelligence quotient (IQ) score doesn't actually provide an accurate measure of one's intellect, according to a landmark study – the largest of its kind – led by Adrian Owen of the Brain and Mind Institute at Western.

The study included more than 100,000 participants from around the globe, asking them to complete 12 cognitive tests looking at their memory, reasoning, attention and planning abilities. It found a simple IQ score is misleading when assessing one's intellectual capacity. These findings were published in an article:

"Fractioning Human Intelligence," in the journal Neuron, last month. "While there are different types of intelligence, they are all influenced by one, overarching, general intelligence. And that's what we essentially measured using something like an IQ test," said Adam Hampshire of the Brain and Mind Institute, who co-authored the paper.

Hampshire noted this kind of testing is insufficient in measuring one's intellect as it doesn't take into account multiple factors and abilities – different kinds of intelligence. "In the past, when people tried to examine how intelligence is related to the brain, they generally approached it with an assumption that there is one dominant form of intelligence which is sub-served by a specific system in the brain. What we found is that the brain regions associated with whatever the 'G Factor' is – what general intelligence is – actually housed more specialized systems, not just one," he explained.

"What we did in our study, that's been different than what's been done before, is to try and understand what the structure of intelligence is by considering the way in which the brain is organized into specialized functional systems – that is, when you look at the brain and you see there are different areas that form networks and support different types of functions," he explained.

As part of the study, researchers used functional magnetic resonance imaging (fMRI) techniques with one group of participants to show that differences in cognitive abilities correspond to individual circuits in the brain.

"There are these multiple forms of intelligence and each form is in a different brain system," Hampshire said. Results from the study found that given a broader range of cognitive tasks, the differences in ability relate to at least three components of intelligence – short-term memory, reasoning and verbal aptitude.

These three components combined create an intelligence, or "cognitive profile." In other words, there is no single measure of intelligence.

Given the range of participants in the study, results also gave researchers new insight into how factors such as age, gender and the tendency to play computer games can influence brain function. While age had a profound negative effect on memory and reasoning abilities, playing computer games helped certain individuals perform better on tests assessing reasoning and short-term memory.

"My hope is that this (study) pens the debate back up on how we should conceive of and measure human intelligence. We very often hear these comparisons (of intelligence) and it's a terrible oversimplification. People should be skeptical when they hear these reports of population differences in IQ; it shouldn't be a unitary measure. Examining the social demographic correlations in more detail will help to understand them better. The patterns need to be examined with a more detailed model," Hampshire noted.

"We've identified different forms of intelligence now which relate to different systems in the brain. And we've also researched some into correlations with types of intelligence and different social demographics variables. What's next is refining that model of intelligence."

SOURCE

Friday, December 21, 2012



IQ tests are 'meaningless and too simplistic' claim researchers

This appears to have been based on an internet survey and such surveys  are notorious for giving non-representative results.  A large sample size is no substitute for representativeness

The underlying controversy, however, is as old as the hills:  Should IQ be measured as a set of subscores or as one overall score?  Among psychometricians it is known as the Spearman/Thurstone controversy and dates back to the beginning of the last century.

The accepted answer is to present results both ways:  As one overall score plus a set of sub-scores.  Results can reasonably be represented both ways because the subscores are correlated.  Knowing a person's subscore on (say) verbal ability will give you a useful (but not of course perfect) prediction of his mathematical ability.  That has repeatedly been demonstrated.

The novelty in the report below is that the various sub-abilities were said to be NOT correlated  -- which runs contrary to 100 years of findings by others.  I note however that the authors are more cautious in the underlying journal article.  They say:  

Using simulations based on neuroimaging data, we show that the higher-order factor “g” is accounted for by cognitive tasks corecruiting multiple networks. Finally, we confirm the independence of these components of intelligence by dissociating them using questionnaire variables. We propose that intelligence is an emergent property of anatomically distinct cognitive systems, each of which has its own capacity.

That sounds to me as if they admit the existence of a general factor but find that the subfactors don't all use exactly  the same parts of the brain -- which should be no surprise to anyone. 

There is also a question about how comprehensive were the test items used.  Without seeing all the questions, I get the impression  that a deliberate attempt was made to find questions that would not produce correlated results.  One can ask plenty of questions not conceptually related to intelligence and in that case intercorrelations are not be be expected.  In psychometrican's terms, the test would lack construct validity.

The journal article is "Fractionating Human Intelligence" by Hampshire et al.  I look forward to seeing a more detailed examination of the article by those who specialize in IQ studies


After conducting the largest ever study of intelligence, researchers have found that far from indicating how clever you are, IQ testing is actually rather ‘meaningless’.

In a bid to investigate the value of IQ, scientists asked more than 100,000 participants to complete 12 tests that required planning, reasoning, memory and attention.  They also filled in a survey on their background.

They discovered that far from being down to one single factor, what is commonly regarded as intelligence is influenced by three different elements - short-term memory, reasoning, and verbal ability.  But being good at one of these factors does not mean you are going to be equally gifted at the other two.

Scientists from Canada’s Western University in Ontario, also scanned some of the participants’ brains while they undertook the tests.

They found that different parts of the brain were activated when they were tested on each of the three factors.

Traditional IQ tests are ‘too simplistic’, according to the research, which found that what makes someone intelligent is too complex to boil down to a single exam.

IQ, which stands for Intelligence Quotient, is an attempt to measure how smart an individual is.  The average IQ is 100. Mensa, the high IQ society, only accepts individuals who score more than 148, putting them in the top two per cent of the population.

The new study, published in the journal Neuron, suggests that intelligence is too complex to be represented by a single number.

Study leader Dr Adrian Owen, a British neuroscientists based at Western University in Canada, said an ‘astonishing’ number of people had contributed to the research.

‘We expected a few hundred responses, but thousands and thousands of people took part, including people of all ages, cultures and creeds and from every corner of the world,’ he said.

‘When you take 100,000 people and tested their brain function, we couldn’t find any evidence for a single uniform concept of intelligence.

‘The best we could manage is get it down to three elements that contribute to intelligence. But they are completely different factors, unrelated to one another, and you could be brilliant at one and awful at another.  For example, the absent-minded professor.

‘IQ tests are pretty meaningless - if you are not good at them, all it proves is that you are not good at IQ tests.

'It does not say anything about your general intelligence.’ The majority of IQ tests were developed in the 50s and 60s when the way we thought and interacted with the world was different, said Dr Owen.

SOURCE

Wednesday, November 28, 2012



Jensen and Flynn

Thomas Sowell

Anyone who has followed the decades-long controversies over the role of genes in IQ scores will recognize the names of the two leading advocates of opposite conclusions on that subject-- Professor Arthur R. Jensen of the University of California at Berkeley and Professor James R. Flynn, an American expatriate at the University of Otago in New Zealand.

What is so unusual in the academic world of today is that Professor Flynn's latest book, "Are We Getting Smarter?" is dedicated to Arthur Jensen, whose integrity he praises, even as he opposes his conclusions. That is what scholarship and science are supposed to be like, but so seldom are.

Professor Jensen, who died recently, is best known for reopening the age-old controversy about heredity versus environment with his 1969 article titled, "How Much Can We Boost IQ and Scholastic Achievement?"

His answer-- long since lost in the storms of controversy that followed-- was that scholastic achievement could be much improved by different teaching methods, but that these different teaching methods were not likely to change I.Q. scores much.

Jensen argued for educational reforms, saying that "scholastic performance-- the acquisition of the basic skills-- can be boosted much more, at least in the early years, than can the IQ" and that, among "the disadvantaged," there are "high school students who have failed to learn basic skills which they could easily have learned many years earlier" if taught in different ways.

But, regardless of what Arthur Jensen actually said, too many in the media, and even in academia, heard what they wanted to hear. He was lumped in with earlier writers who had promoted racial inferiority doctrines that depicted some races as being unable to rise above the level of "hewers of wood and drawers of water."

These earlier writers from the Progressive era were saying, in effect, that there was a ceiling to the mental potential of some races, while Jensen argued that there was no ceiling but, by his reading of the evidence, a difference in average IQ, influenced by genes.

When I first read Arthur Jensen's landmark article, back in 1969, I was struck by his careful and painstaking analysis of a wide range of complex data. It impressed me but did not convince me. What it did was cause me to dig up more data on my own.

A few years later, I headed a research project that, among other things, collected tens of thousands of past and present IQ scores from a wide range of racial and ethnic groups at schools across the United States. Despite serious limitations in these data, due to constraints of time and circumstances, these data nevertheless threw some additional light on the subject.

A feature article of mine in the Sunday New York Times Magazine of March 27, 1977 pointed out that any number of white groups, here and overseas, had at some point in time had IQs similar to, and in some cases lower than, the IQs of black Americans. During the First World War, for example, white soldiers from some Southern states scored lower on army mental tests than black soldiers from some Northern states.

Professor Jensen read this article and came over to Stanford University to meet with me and discuss the data. That is what a scholar should do when challenged. But the opposite approach was shown by Professor Kenneth B. Clark, who earlier had sought to dissuade me from doing IQ research. He said it would "dignify" Jensen's work, which Clark wanted ignored or discredited instead.

Unfortunately, Professor Clark's ideological approach became far more common in academia, so much so that Jensen's attempts to speak on campuses around the country provoked dangerous disruptions, instead of reasoned arguments.

Years later, Professor James R. Flynn created the biggest challenge to the hereditary theory of intelligence, when he showed that whole nations had risen to much higher results on IQ tests in just one or two generations. Genes don't change that fast.

Professor Flynn told me that he would never have done his research, except that it was provoked by Jensen's research. That is just one of the reasons for having a free marketplace of ideas, instead of turning academic campuses into fortresses of politically correct intolerance.

SOURCE

Sowell's comments are those of an unusually decent man but his argument is unpersuasive.  You can to this day find some whites who are dumber than some blacks but it is the groups OVERALL (and preferably across time) that are of greatest interest and the overall black/white gap has been consistent as far back as it has been measured.  But there are exceptions to every rule and some blacks are very bright.  Sowell is one of them.

Friday, November 2, 2012



High IQ as just one part of biological good functioning

I have for some years been putting forward evidence in favor of the view that high IQ is just one aspect of general biological good functioning.  I never thought to get the NYT on my side but you can read it below

FEW of us are as smart as we'd like to be. You're sharper than Jim (maybe) but dull next to Jane. Human intelligence varies - and this matters because smarter people generally earn more money, enjoy better health, raise smarter children, feel happier and, just to rub it in, live longer as well.

But where does intelligence come from? How is it built? Researchers have tried hard to find the answer in our genes. With the rise of inexpensive genome sequencing, they've analysed the genomes of thousands of people, looking for gene variants that clearly affect intelligence, and have found a grand total of two.

One determines the risk of Alzheimer's disease and affects IQ only late in life; the other seems to build a bigger brain, but on average it raises IQ by all of 1.29 points.

Other genetic factors may be at work. A report last year concluded that several hundred gene variants taken together seemed to account for 40 per cent to 50 per cent of the differences in intelligence among the 3500 subjects in the study.

But the authors couldn't tell which of these genes created any significant effect. When they tried to use the genes to predict differences in intelligence, they could account for only 1 per cent of the differences in IQ.

"If it's this hard to find an effect of just 1 per cent," Robert Plomin, a professor of behavioural genetics at King's College London, told New Scientist, "what you're really showing is that the cup is 99 per cent empty."

But is the genetic cup really empty, or are we just looking for the wrong stuff?

A developmental neurogeneticist Kevin Mitchell at Trinity College Dublin, thinks the latter. In an essay he published in July on his blog, Wiring the Brain, Mitchell proposed that instead of thinking about the genetics of intelligence, we should be trying to parse "the genetics of stupidity," as his title put it. We should look not for genetic dynamics that build intelligence, but for those that erode it.

The premise for this argument is that once natural selection generated the set of genes that build our big, smart human brains, those genes became "fixed" in the human population; virtually everyone receives the same set and precious few variants affect intelligence. This could account for the researchers' failure to find many variants of measurable effect.

But in some other genetic realms we do differ widely, for example, mutational load - the number of mutations we carry. This tends to run in families, which means some of us generate and retain more mutations than others do. Among our 23,000 genes, you may carry 500 mutations while I carry 1000.

Most mutations have no effect. But those that do are more likely to bring harm than good, Mitchell says , because "there are simply many more ways of screwing something up than of improving it".

Open the hood of a smooth-running car and randomly turn a few screws, and you'll almost certainly make the engine run worse than before. Likewise, mutations that change the brain's normal development or operation will probably slow it down. Smart Jane may be less a custom-built, high-performance model than a standard version pulling a smaller mutational load.

We also inherit - through genes yet to be identified, of course - a trait known as developmental stability. This is essentially the accuracy with which the genetic blueprint is built.

Developmental stability keeps the project on track. It reveals itself most obviously in physical symmetry. The two sides of our bodies and brains are constructed separately but from the same blueprint of 23,000 genes. If you have high developmental stability, you'll turn out highly symmetrical. Your feet will be the same shoe size, and the two sides of your face will be identical.

If you're less developmentally stable, you'll have feet up to a half size different and a face that's like two faces fused together. Doubt me? Take a digital image of your face and split it down the middle. Then make a mirror image copy of each half and attach it to its original. In the two faces you've just made - one your mirrored left side, the other your right - you'll behold your own developmental stability, or lack thereof.

Both those faces might be better looking than you are, for we generally find symmetrical faces more attractive. It also happens that symmetry and intelligence tend to run together, because both run with developmental stability. We may find symmetrical faces attractive because they imply the steadiness of genetic development, which creates valuable assets for choosing a mate, like better general fitness and, of course, intelligence - or as Mitchell might put it, a relative lack of stupidity.

These ideas don't strike geneticists as radical or contrary. A geneticist at Princeton University Leonid Kruglyak, who studies yeast and flatworms, noted that geneticists had long recognised that mutations could "throw sand in the gears of the brain" and that complex traits arose in complicated ways.

"Talking about 'a gene for a trait' is a shorthand at best," he wrote, "and a well-known fallacy at worst."

Mitchell agreed. "This isn't a brand new idea," he says. "But it's not one that has been generally adhered to in intelligence studies."

Not brand new, perhaps, but it's this kind of "inversion of thought" that can spark new approaches to intractable problems.

Dr Jay Giedd, who studies brain development at the US National Institutes of Health, has done research suggesting that the brain blooms through many small arcs of development that make it responsive to experience - and vulnerable to error. At first, he says, he was sceptical of Mitchell's idea. Then he discussed it with colleagues at a neuroscience meeting.

"My initial thought was that it would be easy to sink the argument," Giedd says. But the more they discussed it, the more sense it made. "Everybody I ran it by seemed to feel the logic is sound."

SOURCE

Sunday, October 7, 2012



IQ linked to levels of happiness

This is to be expected when we realize that IQ is a measure of GENERAL problem solving ability.  High IQ helps with just about everything.  More speculatively, it is consistent with high IQ being one aspect of general biological good functioning

People with lower intelligence are more likely to be unhappy than their brighter colleagues, according to UK researchers.

Their study of 6,870 people showed low intelligence was often linked with lower income and poor mental health, which contributed to unhappiness.

The researchers are calling for more help and support to be targeted at people with lower IQs.

Their findings were published in the journal Psychological Medicine.

The researchers, at University College London, analysed data from the Adult Psychiatric Morbidity Survey in England.

One of the questions was: "Taking all things together, how would you say you were these days - very happy, fairly happy or not too happy?" People's verbal IQ was also assessed.

The highest proportion saying they were "very happy" was found in people with an IQ between 120 and 129 - 43% said they were very happy.

However, the highest proportion saying "not too happy" - 12% - was found in people with an IQ between 70 and 79.

Dr Angela Hassiotis said: "People in the lower end of the normal spectrum are more likely to consider themselves not happy."

The study said lower intelligence was linked to lower income, worse health and needing help with daily life, such as shopping or housework - all of which contributed to unhappiness.

Dr Jonathan Campion, a consultant psychiatrist and director of public mental health at the South London and Maudsley NHS Foundation Trust, said: "The study suggests that higher IQ appears to be associated with improved wellbeing, but that this relationship between IQ and wellbeing is partly due to higher IQ being linked with better income, health and less mental illness."

SOURCE

Tuesday, August 14, 2012



Some more observations about Ron Unz and IQ

There is an ongoing "debate" between  Richard Lynn and Ron Unz regarding international variations in IQ.  Although he is the publisher of "The American Conservative", Unz takes the classic Leftist view that  low IQ is caused by  poverty, although he does make the concession that "some residual European IQ differences might indeed be due to genetics rather than environment".  

Poverty is the cause of everything according to Leftists.  They even blamed the 9/11 events on poverty until it finally penetrated their unseeing eyes that Bin Laden was in fact a billionaire.

Unz's article is replete with accusations that Lynn has acted in bad faith  (though not in those  words), which seems to me rather deplorable, though I was not too surprised by it.  When Unz replied to my observations about crime and  immigration, his comments were almost hilariously "ad hominem":  He suggested that I was disqualified from commenting on such matters because I live in Australia!

Perhaps I can be rather Old Testament in the matter however by in turn accusing Unz of bad faith.  In his desire to discredit Lynn's  hypothesis of substantial genetic influence on IQ he cherrypicks his data heavily, as Sanders has pointed out at length.  And it also seems to me that he rushes by the German data in great haste.  I would think that the differences between the old East and West Germany should be a very good test of Unz's "poverty" hypothesis. After  several generations of real poverty, East Germans were found to have average IQs that were about the same as West Germans -- even though West Germany was one of the world's most prosperous countries, one which made a "miraculous" economic recovery from WWII  (the famous Wirtschaftswunder).

If poverty had no effect there, whence Unz's claim that poverty explains almost all IQ variation?  Unz does not allude to the German results in his latest article but here is what he said in his earlier article:
Consider, for example, the results from Germany obtained prior to its 1991 reunification. Lynn and Vanhanen present four separate IQ studies from the former West Germany, all quite sizable, which indicate mean IQs in the range 99–107, with the oldest 1970 sample providing the low end of that range. Meanwhile, a 1967 sample of East German children produced a score of just 90, while two later East German studies in 1978 and 1984 came in at 97–99, much closer to the West German numbers.

These results seem anomalous from the perspective of strong genetic determinism for IQ. To a very good approximation, East Germans and West Germans are genetically indistinguishable, and an IQ gap as wide as 17 points between the two groups seems inexplicable, while the recorded rise in East German scores of 7–9 points in just half a generation seems even more difficult to explain.

Unz here cherrypicks again by seizing on the widest possible gap in the data rather than on the reasonably inferrable average.  The 107 result is clearly an outlier and a West German mean of around 100 seems the best attested. And the convergence between the two later East German studies  suggest that the 1967 East German finding was also an outlier.  So we are left with an East German mean that is essentially undistinguishable from the West German  mean.

Will Unz be defeated by that fact?  Perhaps not. He leaves himself an "out" by saying "but East Germans hardly suffered from severe dietary deficiencies".  So now it is not poverty that affects IQ but rather "severe dietary deficiencies".  The goalposts have moved!

I don't know that it is really worth saying much more about Unz's merry journey through the data but I will briefly mention two other points:  Unz consistently discounts the immigrant effect, the claim that immigrants are in various ways a superior subset of their parent population.  Yet the USA seems a clear proof that such an effect exists.  Herrnstein & Murray long ago showed that lower IQ goes with lower social class and the mass of immigrants to both Australia and America in the past were clearly from the lower strata of their host societies. To this day, upper class English accents are as rare in Australia as British regional accents are common.  So average white IQs in both Australia and America should be lower than the average IQ in (say) Britain -- right? 

But it isn't so.  The average IQ in all three countries is essentially the same.  The most readily apparent explanation for that convergence would seem to be the immigrant effect:  The immigrants were a superior subset of the population from which they originated.  And the way America has in various ways led and dominated the world at least since WWII would also seem to suggest that those immigrant genes were pretty good.

A final point in defence of Lynn.  Unz says:  "Finally, Lynn closes his rebuttal by repeating his boilerplate disclaimer that he has “never maintained that IQ is overwhelmingly determined by genetics,” although this seems to be his clear reasoning in every single particular example he discusses"

I suspect here that Unz is failing to see that Lynn has had two aims in his work:  His main aim is to show that IQ is economically important and ascribing any origin to the  differences observed is secondary to that aim.  And that refusal to ascribe is what Lynn is doing when he makes modest claims for what he has shown.  In science, however, once one question is answered, new questions arise and Lynn's demonstration of national differences in IQ does quite immediately lead to a question of how those IQ differences arise.  And in rejecting Unz's "poverty" reasoning Lynn has moved on to the derivative question.

And even there, I think  Unz is seeing only what he wants to see in Lynn's words.  Lynn's denial of an "overwhelming" influence is perfectly consistent with around 100 years of IQ research.  The normal finding from twin studies is that IQ is about two thirds genetically determined.  Whether two thirds is "overwhelming", I leave others to judge but I submit that Unz has read more into Lynn's words than is there.

Prominent psychologist Steven Pinker also has some  comments on Unz's dubious logic and in addition  makes some useful points about the massive support for the heritability of IQ etc.  He is far too cautious to endorse Lynn's position, however.  To do so would be academic suicide  -- JR

Monday, August 6, 2012


Ron Unz and IQ

I seem to be a consistent critic of Ron Unz, editor of "The American Conservative". I noted yesterday (and earlier) that his idea of low criminality among Hispanics is contradicted by Obama's deportation  statistics and I also took a few potshots at his theory that IQ differences between nations are mostly the effect of environmental  factors. 

So I am pleased that Richard Lynn has now given a systematic reply to Unz on the IQ question.  Lynn echoes some of the points I made (and I did get an email from Lynn saying he liked my article) but his reply is far more detailed and scholarly and, I think, a good reply  to Unz's claims.

Unz has replied to Lynn and it looks to me that the two sides are converging, with the differences being in matters of degree. Both parties agree that the environment has some influence but Lynn makes a strong case for the importance  of genetics.

***************************

Could a brain scan tell you how smart you are? Research shows intelligence linked to strength of neural connections

More evidence that IQ is genetically determined.  We are now getting an idea of  the specific mechanisms involved

Research suggests that 10 per cent of individual differences in intelligence can be explained by the strength of neural pathways connecting the left lateral prefrontal cortex to the rest of the brain.

The findings, published in the Journal of Neuroscience, establish 'global brain connectivity' as a new approach for understanding how human intelligence relates to physiology.

'Our research shows that connectivity with a particular part of the prefrontal cortex can predict how intelligent someone is,' said Michael Cole, PhD, a postdoctoral research fellow in cognitive neuroscience at Washington University and lead author of the study.

He says the research is the first to provide compelling evidence that neural connections between the lateral prefrontal cortex and the rest of the brain make a unique and powerful contribution to the cognitive processing underlying human intelligence.

'This study suggests that part of what it means to be intelligent is having a lateral prefrontal cortex that does its job well; and part of what that means is that it can effectively communicate with the rest of the brain,' added study co-author Todd Braver, PhD, professor of psychology in Arts & Sciences and of neuroscience and radiology in the School of Medicine.

One possible explanation of the findings, the research team suggests, is that the lateral prefrontal region is a 'flexible hub' that uses its connectivity to monitor and influence other brain regions.

'There is evidence that the lateral prefrontal cortex is the brain region that "remembers" the goals and instructions that help you keep doing what is needed when you're working on a task,' said Prof Cole.  'So it makes sense that having this region communicating effectively with other regions (the "perceivers" and "doers" of the brain) would help you to accomplish tasks intelligently.'

While other regions of the brain make their own special contribution to cognitive processing, it is the lateral prefrontal cortex that helps coordinate these processes and maintain focus on the task at hand. This happens in much the same way that the conductor of a symphony monitors and tweaks the real-time performance of an orchestra.

The findings are based on an analysis of functional magnetic resonance (fMRI) brain images captured as study participants rested passively and also when they were engaged in a series of mentally challenging tasks associated with fluid intelligence, such as indicating whether a currently displayed image was the same as one displayed three images ago.

Previous findings relating lateral prefrontal cortex activity to challenging task performance were supported. Connectivity was then assessed while participants rested, and their performance on additional tests of fluid intelligence and cognitive control collected outside the brain scanner was associated with the estimated connectivity.

Results indicate that levels of global brain connectivity with a part of the left lateral prefrontal cortex serve as a strong predictor of both fluid intelligence and cognitive control abilities.

More  HERE