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Encephalization quotient
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=== Limitations and possible improvements over EQ === There is a distinction between brain parts that are necessary for the maintenance of the body and those that are associated with improved cognitive functions. These brain parts, although functionally different, all contribute to the overall weight of the brain. Jerison (1973) has for this reason considered 'extra neurons', neurons that contribute strictly to cognitive capacities, as more important indicators of intelligence than pure EQ. Gibson et al. (2001) reasoned that bigger brains generally contain more 'extra neurons' and thus are better predictors of cognitive abilities than pure EQ among primates.<ref>Jerison, H.J., 1973. Evolution of the brain and [[intelligence]] Academic Press.[HTE].{{pn|date=February 2020}}</ref><ref name="roth">{{cite book |doi=10.1016/B978-0-444-53860-4.00020-9 |pmid=22230639 |isbn=9780444538604 |chapter=Evolution of the brain and intelligence in primates |title=Evolution of the Primate Brain |series=Progress in Brain Research |year=2012 |last1=Roth |first1=Gerhard |last2=Dicke |first2=Ursula |volume=195 |pages=413β430 }}</ref> Factors such as the recent evolution of the [[cerebral cortex]] and different degrees of brain folding ([[gyrification]]), which increases the surface area (and volume) of the cortex, are [[correlation|positively correlated]] to intelligence in humans.<ref>{{cite journal |last1=Haier |first1=Richard J. |last2=Jung |first2=Rex E. |last3=Yeo |first3=Ronald A. |last4=Head |first4=Kevin |last5=Alkire |first5=Michael T. |title=Structural brain variation and general intelligence |journal=NeuroImage |date=September 2004 |volume=23 |issue=1 |pages=425β433 |doi=10.1016/j.neuroimage.2004.04.025 |pmid=15325390 |s2cid=29426973 }}</ref><ref>{{cite journal |last1=Gregory |first1=Michael D. |last2=Kippenhan |first2=J. Shane |last3=Dickinson |first3=Dwight |last4=Carrasco |first4=Jessica |last5=Mattay |first5=Venkata S. |last6=Weinberger |first6=Daniel R. |last7=Berman |first7=Karen F. |title=Regional Variations in Brain Gyrification Are Associated with General Cognitive Ability in Humans |journal=Current Biology |date=May 2016 |volume=26 |issue=10 |pages=1301β1305 |doi=10.1016/j.cub.2016.03.021 |pmid=27133866 |pmc=4879055 |bibcode=2016CBio...26.1301G }}</ref> In a meta-analysis, Deaner et al. (2007) tested absolute brain size (ABS), cortex size, cortex-to-brain ratio, EQ, and corrected relative brain size (cRBS) against global cognitive capacities. They have found that, after normalization, only ABS and neocortex size showed significant correlation to cognitive abilities. In primates, ABS, neocortex size, and N<small>c</small> (the number of cortical neurons) correlated fairly well with cognitive abilities. However, there were inconsistencies found for N<small>c</small>. According to the authors, these inconsistencies were the result of the faulty assumption that N<small>c</small> increases linearly with the size of the cortical surface. This notion is incorrect because the assumption does not take into account the variability in [[Cerebral cortex#Thickness|cortical thickness]] and cortical neuron density, which should influence N<small>c</small>.<ref>{{cite journal |title=Overall Brain Size, and Not Encephalization Quotient, Best Predicts Cognitive Ability across Non-Human Primates |journal=Brain Behav Evol |year=2007 |volume=70 |issue=2 |pages=115β124 |doi=10.1159/000102973 |pmid=17510549 |last1=Deaner |first1=Robert O. |last2=Isler |first2=Karin |last3=Burkart |first3=Judith |last4=Van Schaik |first4=Carel |citeseerx=10.1.1.570.7146 |s2cid=17107712 }}</ref><ref name="roth"/> According to Cairo (2011), EQ has flaws to its design when considering individual data points rather than a species as a whole. It is inherently biased given that the cranial volume of an obese and underweight individual would be roughly similar, but their body masses would be drastically different. Another difference of this nature is a lack of accounting for sexual dimorphism. For example, the female human generally has smaller cranial volume than the male; however, this does not mean that a female and male of the same body mass would have different cognitive abilities. Considering all of these flaws, EQ should not be viewed as a valid metric for intraspecies comparison.<ref name="Cairo O. 2011 108"/> The notion that encephalization quotient corresponds to intelligence has been disputed by Roth and Dicke (2012). They consider the absolute [[List of animals by number of neurons#Forebrain (cerebrum or pallium)|number of cortical neurons]] and [[Neural circuit|neural connection]]s as better correlates of cognitive ability.<ref>{{cite book |doi=10.1016/B978-0-12-374236-0.10001-X |isbn=9780123742360 |chapter=Brain Evolution |title=The Human Nervous System |year=2012 |last1=Herculano-Houzel |first1=Suzana |pages=2β13 }}</ref> According to Roth and Dicke (2012), mammals with relatively high cortex volume and neuron packing density (NPD) are more intelligent than mammals with the same brain size. The human brain stands out from the rest of the mammalian and vertebrate [[taxa]] because of its large cortical volume and high NPD, [[Nerve conduction velocity|conduction velocity]], and [[Connectome#Primary challenge for macroscale connectomics%3A determining parcellations of the brain|cortical parcellation]]. All aspects of human intelligence are found, at least in its primitive form, in other nonhuman primates, mammals, or vertebrates, with the exception of [[syntactical]] language. Roth and Dicke consider syntactical language an "intelligence amplifier".<ref name="roth"/>
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