![]() |
Philosophy of evolution, history and life |
Empirical studies on the evolution of intelligence with the Darwinout experiment. Other research studies of evolution regarding intelligence and memory genetics.
The Darwin-out experiment is a proposed study on the evolution of intelligence in order to verify empirically the General Theory of the Conditional Evolution of Life.
The idea arose in 2011 due to the remarkable adjustment of the September 2002 additional hypothesis of sexual selection regarding the initial April 2002 EDI Study - Evolution and Design of Intelligence, which implied a great sensibility of the evolutionary model of intelligence, even for groups of 10 individuals. Of course, it is always interesting to search for a simpler, more definitive experiment.
To date, this new Darwin-out experiment is just a proposal, but it is viable thanks to the advances in biology and genetics. Moreover, the cost is not too high considering the conclusions if the results were positive.
The objective is to confirm the results of the EDI Study - Evolution and Design of Intelligence, regarding the security function carried out by women in the sexual differentiation, the genetic information update carried out by men, the genetic nature of intelligence and its 10% increment in each generation. The root of the Darwin-out experiment is the linear discriminant analysis of the origin of the maternal X chromosome.
Logically, the results of the EDI Study – Evolution and Design of Intelligence can be validated by repeating the study on a larger scale; however, this can also be done with a different experiment.
In particular, if we consider as hypothesis's the conclusions outlined in the EDI Study – Evolution and Design of Intelligence, and if we manage to compare intelligence between individuals with updated and not updated chromosomes that support intelligence, that is to say, with a generational gap we should obtain higher IQ for the former ones.
Darwin-out experiment
Evolution of intelligence

Of the two sexual chromosomes of an individual, one will always be updated, either X or Y, because it comes from the father. The other will not, as it is from the mother. Now, the grandfather could have updated the maternal X chromosome in the previous generation (XGF); or conversely the grandmother did not update it (XGM). We were searching for this characteristic of a generational gap in order to be able to discriminate in the evolution of intelligence.
Due to logic of evolutionary optimization, I would say that intelligence can be found in the sexual chromosomes. In any case, if that were not the case, the very Darwin-out experiment would allow us to find the chromosome responsible for the evolution of intelligence.
The new Darwinout experiment is exceptionally aseptic, as it does not incorporate per se any bias regarding the evolution of intelligence recognizable a priori. What’s more, if in the selection of the sample there were significative biases, it would not be a problem, as we will see.
The experiment consists of two phases.
Selection of a random sample
The first step would be to select a random sample of 100 women of a similar age, same race, middle social stratum, etc., in order to reduce any possible biases, either genetic or environmental in nature. Then, find out their IQ and the male or female source of the previous generation of the maternal X chromosome. That is to say, if it comes from the maternal grandfather (XGF) or the maternal grandmother (XGM.)
Of course, the larger the sample is the better. It is interesting to note that the intelligence test used will not influence the experiment results, from a gender perspective, whether it be balanced or not a priori, as the sample is composed of solely one gender.
Logically, if the sample is not significantly biased, approximately 50% of the maternal X chromosomes should come from the grandfather and the other 50% from the grandmother, according to the theory of Darwin and the laws of Mendel.
The hypothesis to verify is if the average IQ of the sample is above 100 then the proportion of XGF will be above 50%.
An interesting and biased sample would be 100 members of Mensa (an association of people with IQ over 98% of the population). However, I believe this particular sample should outstandingly verify the above hypothesis of the evolution of intelligence; I would say the proportion of XGF would be 70% or higher. Furthermore, the cost of the Darwin-out experiment would be smaller, as the IQ test would be redundant.
Elimination of possible significative biases
Perhaps the previous Darwin-out experiment would not verify the hypothesis due to biases in the statistical population or the selected sample.
In order to remove or balance theses biases in the initial population or in the selection of the sample we take XGF as an initial reference (XGF = 100 – XGM) and we rearrange the sample in accordance with their IQ.
The hypothesis to contrast now is that the group consisting of 50 women with lower IQ will have a lower proportion of XGF and higher of XGM than the whole sample.
Darwin-out experiment
Remove of biases with IQ rearrange sample
![]()
Following the same reasoning, we could say that if we make four groups within the rearranged sample, the proportion of XGF should be greater the higher the IQ of the groups is.
Darwin-out experiment
Positive correlation XGF and IQ
![]()
Direct casuality.
Logically, if the hypotheses about the evolution of intelligence are correct and any possible biases are balanced out, there would be direct causality between more modern chromosomes and greater or more evolved intelligence.
If we divide the sample into two groups in the Darwinout experiment, one of the individuals with XGM and the other of the people with XGF, the average IQ of the first group should be smaller than that of the second.
Darwin-out experiment
Groups - origin of X chromossome

Of course, the number of people of each group does not necessarily have to be exactly half the number of people in the sample.
Having confirmed the hypothesis with the previously mentioned elimination or balance of biases, the following extremes would be strengthened:
The quantitative analysis of the Darwin-out experiment with a sufficiently large sample and several groups could allow us to check the coherence of the results regarding the 10% of human intelligence evolution in each generation detected in the EDI Study – Evolution and Design of Intelligence.
This exceptionally simple empiric research will offer its results without biases, without environmental interferences, without technical intrusions and without the need of a precise definition of intelligence. Moreover, to understand this experiment one does not need to have special academic degrees or to make a large effort.
A male sample would also do!
As we can see in the explanation of Darwin-out experiment, the analysis with male, female or mixed intelligence would be identical, scheming the source of the only maternal X chromosome, be it from the grandfather o the grandmother.
It is relevant to note that the objective of the Darwinout experiment is not to deny or explain the possible differences between male and female intelligence; but to strengthen scientifically the General Theory of the Conditional Evolution of Life and therefore, the nature of life proposed in it.
When Darwinout finished the design of the experiment,
he happily went to tell Mª José.
‘I’m impressed’, she told him,
‘And now what are you going to do?’
After thinking for a moment, Darwin-out confessed,
‘I’m going to invite a friend of mine,
and I’m going to make her a Moon salad.’
To which Mª José asked,
‘Wow, cool! How is that done?’
‘It has some pretty little tomatoes and a cucumber;
you cut a tomato into two pieces and each one eats half’,
Darwin-out explained.
Then, Mª José exclaimed,
‘how romantic!’
The EDI Studio, already done, can be found in the corresponding book online.
The proposed model for scientific research on the theory of evolution assumes the following hypotheses:
Evolution with external verification of the genetic information transmitted for the studied capacity.
Existence of a function ξ that measures the different potentials of the capacity.
I believe the cognitive ability represented by the IQ test fulfill both requisites of the model of evolution that we need to verify the new scientific theory of evolution.
In fact, the possibility of verifying the GTCEL through checking the existence of the method of Verification of the Genetic Information (VGI) is what makes it a scientific theory.
Therefore, in order to facilitate the understanding of the model and its statistical analysis, we are going to choose the controversial subject of heritability and evolution of intelligence. In addition, it will proof on of the main consequences of the GTCEL regarding the cognitive paradigm.
Generally accepted IQ tests measure intelligence, although many authors doubt these measurements and even the unique concept of intelligence.
Numerous studies on evolution of intelligence based on individual IQ or intelligence quotient measurements exist. The empirical research and studies on the evolution of intelligence have some contradictory conclusions, whereas in studies with identical twins a correlation of 80-85% is reached, for other types of kin relations, decreases to a 30%.
For me, the conclusion is that genetic inheritance is the main cause of the evolution of intelligence, as high correlation between identical twins demonstrates.
The low correlation in the rest of the studies on evolution of intelligence is due to the incorrect definition of the form in which the inheritance is transmitted in agreement with the exposition of the General Theory of Conditional Evolution of Life and mendelian genetics.
Nevertheless, the IQ refer to the relative position defined by means of a standardized function ξ(I) of the statistical distribution of the IQ studied for the validation process of this function.
Normal distribution

The figure shows the shape of the Normal function ξ (IQ), which we are going to use. For each IQ value, the function indicates the accumulated probability that the IQ of the population is the same or less than the IQ reference value.
For example ξ(100) = 0.5 and the opposite function ξ_inv (Prob) = IQ, that means, ξ_inv (0.5) = 100.
The result of the combination of the four genes in agreement with mendelian genetics significance will produce four different possibilities or cases. The mathematical expected average of the capacity of the new individual in agreement with the scientific theory of evolution GTCEL will be the sum of the expected averages of each one of the cases weighed by their probabilities.
EC descendant = P(D1) C(D1) + P(D2) C(D2) + P(D3) C(D3) + P(D4) C(D4)
Evolution of intelligence

Considering that the assumption of verification of the received genetic information, assumed by hypothesis in the study on evolution of intelligence, says that the dominant chromosome will be the one with less capacity, at the most it would only be possible to be expressed the potential of that gene in his integrity.
Despite this consideration, I will suppose in the empirical research, for simplification, that the cognitive ability express in its totality, since it is reasonable that for a specific capacity the greater chromosome contains practically all the information of the smaller gene plus an additional part.
Another aspect is that by hypothesis of the study on evolutionary psychology about intelligence, the more powerful gene or chromosome (or the part of the genetic information that is associated to the studied capacity) of each ancestor cannot be measured in an empirical research since it is not expressed in its integrity because only the contrasted part will be expressed.
For that reason, it is necessary to estimate its size as precisely as we can. If we always worked with probabilities of the central value of its mathematical expected average, when calculating the correlation between dependant variables and independent ones, the errors would tend to compensate.
Although we could measure the most powerful chromosome related to the evolution of intelligence, it would remain the problem of the randomness of the Mendelian inheritance.
Once the IQ data of the sample studies of the empirical research is available, it will be possible to analyze the correlation between the explanatory variables defined by the model with the explained ones.
[Fortunately, the book online of the EDI Study - Evolution and Design of Intelligence presents the results confirming the proposals of the scientific theory GTCEL]
Regardless the problem of the definition of intelligence in evolutionary psychology as a group of relational functions, in the present model of the scientific theory there are some simplifications to ease its presentation. For example, to make more coherent estimations of the evolution of the intelligence, surely it could be necessary to include:
The internal improvement of the genetic information in each generation could exceed 10% regarding evolution of intelligence.
The affinity filter, related to the lack of contrastation of the intellectual power in its totality as mentioned above.
Another factor, although not clear, could be the effect of the sexual selection related to the correlation of the intellectual power between chromosomes of both progenitors.
In any case, it is possible to make preliminary studies for the estimation of the previous parameters within the scientific research of the theory of evolution.
The three aspects mentioned above have been confirmed in the EDI Study - Evolution and Design of Intelligence. The book online of the EDI Study says that more than 500 millions of coefficients of determination are calculated.
The hypothesis of verification of the received genetic information (VGI) could be applied in its in a negative form, or the opposite of that of evolution of intelligence and it would result to a reformulation of the model to be able to do the research of the scientific theory of evolution with new genetic studies.
Both assumptions comprise of the same scientific theory of the evolution and they would take place of simultaneous form for different capacities.
Evolution of normal memory

NEWS ABOUT THE THEORY OF EVOLUTION
El País 04-10-2001. Nature.
NEWS ABOUT THE THEORY OF EVOLUTION
El País 27-05-2002