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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Neuroeducation as One of the Elements of the Formation of the Digital Economy*</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Victor I. Barhatov</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ilya A. Nurmukhametov</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Chelyabinsk State University</institution>
          ,
          <addr-line>Chelyabinsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <fpage>436</fpage>
      <lpage>443</lpage>
      <abstract>
        <p>At the turn of the XX - XXI century, along with total informatization and digitalization, the emergence of a new field of knowledge in the field of education takes place. The purpose of this publication is the study and analysis of technologies already being introduced in Russia, and forecasting their further development. The article contains a brief analysis of the prospects and directions for the development of interdisciplinary connections in the field of neurocognitive sciences, contributing to the development of the digital economy. The task, based on the analysis done, is to assess the dynamics and quality of the integration processes. Besides, to assess the degree of their influence on the development of the digital economy in Russia. Today, this is the targeted and most active interpenetration of various sciences to study in greater depth the cognitive abilities of a person. On their basis, new interdisciplinary communication. Now in the field of pedagogy and neurophysiology, a whole cluster is being formed, aimed at the development of neuroscience, studying the mechanisms of constructing knowledge in the human head and the effectiveness of perception of educational information, which directly relates to research in the field of cognitive development. On this basis, the basic principles of neuro formation are built. In support of this progressive movement, there is a process of technological development of neural interfaces and technologies of virtual and augmented reality in training. Moreover, this is the development of educational programs and devices for neuroethologies and not only. Already there are technical capabilities that allow the process of education using a neural helmet, virtual, and augmented reality. There are an active introduction and use of neurocomputer interfaces in education, as well as elements of hybrid intelligence in research and training. The system of training, including the formation of educational content, is becoming more autonomous, eliminating the influence of the human factor on assessment and decision-making. Is it good?! Here is a question that requires serious study...</p>
      </abstract>
      <kwd-group>
        <kwd>neuroscience</kwd>
        <kwd>neural helmet</kwd>
        <kwd>learning quality</kwd>
        <kwd>neuropedagogics</kwd>
        <kwd>neurocognitive technologies</kwd>
        <kwd>Eye-tracking</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>
        The intensive development of neuroscience at the beginning of the twentieth century
gave rise to many disciplines (neurosociology, neuropolitology, neuroeconomics, etc.),
which is usually evaluated as a scientific revolution. Now the contours of neuroscience
appear (“educational neuroscience”, “neuro-formation”), which dispels some
established myths in education, allows for a deeper understanding of the features of the
educational process, and at the same time substantiates pedagogical methods and
techniques at a neurophysiological level. The article analyzes some aspects in the field of
neuro-education from modern neuroscience and offers specific recommendations for
use in the educational process [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>Research in the field of neuro-formation is based on paradigms and concepts that
were developed in cognitive, developmental, and educational psychology, on the one
hand, and on the results of diverse brain research in the framework of neuroscience,
which integrates scientific disciplines such as neurophysiology, neuroanatomy,
neuropsychology, and computer simulation, on the other hand. In addition, one of the
promising scientific directions in the study of the human brain is currently cognitive
neuroscience. Many scientists consider the relationship between neuroscience and education
as a “two-way street scenario”, in which, on the one hand, their combination is assumed
in scientific research, on the other hand, each of the sciences convincingly represents
its research. Some researchers agree that close collaboration between neuroscience and
education may lead to improved teaching technologies in the future. The undoubted
advantage is also the possibility, within the educational context, of studying the
characteristics of brain activation in natural conditions. Today, the question of how
educators imagine the possibility of using neuroscience data in their professional activities
remains little studied. Obviously, within the framework of neuroscience research itself,
it is impossible to develop innovative teaching programs and create an innovative
developmental learning environment. Neuroscience plays an important role only as part
of an interdisciplinary paradigm. Neuro-formation has several methodological
difficulties and pitfalls. The most obvious of these are unrealistic expectations of the immediate
implementation of the results of neuroscience in educational practice, as well as the
lack of interdisciplinary vocational training, which leads to a lack of understanding
between teachers and neuropsychologists and neurophysiologists. Its potential in
education is to create a deeper understanding of the basic cognitive mechanisms and
stalemate of the mechanisms of the learning process and educational programs. Educational
scientists tend to study the effects of various cognitive tasks on behavioral variables
and use this data to test models of the functioning of various cognitive functions.
However, the behavioral data obtained using blank methods are scientifically insufficient to
study the cognitive processes and characteristics of the assimilation and application of
knowledge. The resulting gaps are successfully compensated for using neuroimaging
methods. The most significant progress in understanding the relationship between the
brain and the process of cognition and reflection of reality was achieved precisely from
the standpoint of functional visualization of the brain. Over the past decades, progress
in the application of neuroimaging methods has allowed us to obtain new knowledge
about the functional and structural changes in the brain in the learning process.
However, when moving from a behavioral approach to the use of neuroimaging techniques,
researchers often encounter methodological and ethical problems that interfere with the
organization and conduct of an experiment, especially when working with children.
Various methods of visualization of processes occurring in the human brain can provide
various measurements of the neural correlates of cognitive processes on which school
skills are based, such as reading and arithmetic, and allows you to study how neural
connections change under the influence of learning and development. The ability to
visualize various areas of the brain can help scientists understand typical and atypical
development trajectories to better characterize the plasticity limits of various brain
regions responsible for cognitive functions, formed under the influence of learning, at a
deeper level than based on behavioral research methods only.
2</p>
    </sec>
    <sec id="sec-2">
      <title>What is neuropathy</title>
      <p>All human abilities, including training, are the result of our brain activity. Therefore, a
better understanding of how our brain works can lead to a better understanding of
learning. As we continue to unravel the problems and limitations of traditional education,
many solutions imply a better scientific basis for how we teach today. The goal of
neuro-education (also known as educational neurology) is to strengthen the scientific
background in teaching and learning. In this area, the latest data on neurobiology,
psychology, and cognitive science are used to form new learning strategies.</p>
      <p>The main point of this work is to make the latest scientific results accessible and
applicable in practice for teachers and politicians who often do not have the back of the
scientific past. This includes addressing any popularized “neuromyths” (such as the
widespread idea that we use only ten percent of our brain) and other misunderstandings
about how our brain works.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Promising methods for monitoring activity and neuroimaging in neuro-formation</title>
      <p>
        Modern neuroimaging techniques that study neural activity include magnetic and
encephalography, functional magnetic resonance (MR) and positron emission (PE)
tomography, as well as relatively new functional optical tomography (fNIRS) in
neuroscience. Although several foreign scientists in the field of cognitive research, the
effectiveness and feasibility of such research for direct pedagogy itself is extremely low.
They argue that most research in cognitive neuroscience at best suggests looking at the
nervous companions of thinking, as if visualizing them, but this does not give any
privileged access to the hidden inner world, since the inner world is already manifested in
the external behavior of the subject. In their opinion, none of the parties discussing the
effectiveness of the use of medical methods for studying brain activity in the process
of perceiving information, developed by Purdy and Morrison, does give a good reason
to deny or argue that the discoveries in neuroscience can have a significant impact on
improving the field of education [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
4
      </p>
    </sec>
    <sec id="sec-4">
      <title>Neuroscience, as one of the elements of the digital economy</title>
      <p>
        Now, in the age of information technology, globalization, and total digitalization, one
of the priorities facing the dynamically developing countries, and Russia is no
exception, is the total digitization of economies. The implementation of these processes is
inextricably linked with the formation of new high-quality labor resources and elites.
In addition, this, in turn, requires new, more effective approaches to the reform of
educational systems. Requires search and implementation of new approaches and
technologies in education [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>However, it is impossible to build an educational system without taking into account
the mistakes of the Soviet period, the 90s, and the pre-crisis stagnation of the 2000s.
The task of the modern direction in education - neuro-formation is to ensure that the
system has gained a flexible and transparent structure due to the availability of
information flows, which allow for the most rapid update, adapt to the characteristics of
perception, and find the best possible and most effective methods of perception. This
will allow the economy to proceed as gently as possible to the next technological order
and expand the potential for further growth.</p>
      <p>
        Already, in support and to accelerate all socio-economic processes, the economies
of most dynamically developing countries are being transferred to “digital rails” and
Russia is no exception. It should be noted that the government of the Russian Federation
is working hard in this direction. At the government level, several documents have been
adopted, one of which is the program “Digital Economy of the Russian Federation” [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
“The implementation of the Program is carried out by the goals, objectives, directions,
volumes, and deadlines indicated in the list of basic measures of the state policy of the
Russian Federation to create the necessary conditions for the development of the digital
economy in the Russian Federation.
      </p>
      <p>The range of areas covering all areas of the social, economic, political, cultural, and
social life of the country is quite wide. In addition, the program provides for the change
and expansion of the list of areas as they appear and develop. Here is a brief list of these
areas:
1. Big data;
2. Virtual and additional reality technologies;
3. Neurotechnology and artificial intelligence;
4. Wireless technology;
5. Quantum technologies;</p>
      <sec id="sec-4-1">
        <title>6. Industrial Internet;</title>
      </sec>
      <sec id="sec-4-2">
        <title>7. Components of robotics and sensorics;</title>
      </sec>
      <sec id="sec-4-3">
        <title>8. New production technologies;</title>
      </sec>
      <sec id="sec-4-4">
        <title>9. Distributed registry systems;</title>
        <p>
          10. Cognitive science and neuro formation [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ].
        </p>
        <p>Besides, each of the areas of development of the digital environment and key
institutions takes into account the development of existing conditions for the emergence of
breakthrough and promising end-to-end digital platforms and technologies and the
creation of conditions for the emergence of new platforms and technologies.</p>
        <p>The dynamics of technology development in all socio-economic spheres dictates and
sets the pace of development in education. It is education, which is the intellectual basis
for the formation of a strategy for the future rates of technological development and
economic growth of the country. Now, the main economic potential of modernity is
high-quality human capital and labor resources, the level of quality of training, which,
in turn, directly depends on the quality of the educational environment and the
availability of relevant and high-quality education.
5</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Cross-cutting digital economy technology</title>
      <p>Brain science is neuroscience. Neuroscience is the creation within the framework of the
neuroscience of artificial intelligence systems, an increase in the volume and speed of
information transfer, the mastering of knowledge; the introduction of devices for
enhancing memory and analyzing the use of brain resources, the development of forms of
learning through a neural network, the massive use of neuro-helmets for using virtual
reality in education.</p>
      <p>As part of the development of the digital economy, the development of neural
interfaces and technologies of virtual and augmented reality in education is underway,
educational programs and devices are being developed, devices for enhancing memory and
analyzing the use of brain resources are being developed. In the future, the modern
education system will be based on the neurocognitive mechanisms for acquiring new
knowledge, as well as on data on individual human predispositions and the use of
neurocomputer interfaces, elements of virtual and augmented reality, and hybrid
intelligence.</p>
      <p>
        At present, the products and services of the Neuroeducation market are developing
in such segments as distance learning, lifelong learning, mass open online courses,
blended learning, as well as innovative models of additional education. The priorities
are the creation of training and laboratory places for pupils and students based on
neurotechnologies of expanded perception, optimized memorization and strengthening of
cognitive functions, and by 2035 - full use of integrated systems of natural and artificial
intelligence [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
6
      </p>
    </sec>
    <sec id="sec-6">
      <title>Opinions on the theory and practice of neuro production</title>
      <p>
        It should be noted that there are at least two opposing points of view on the problem of
implementation and, above all, the effectiveness of neuro-formation, as an independent
direction in pedagogy, and one conciliatory - skeptical. Supporters of the conservative
approach include several Russian and foreign authors, such as Arpentieva M. R.
According to Arpenteva, taking into account the “types of information metabolism” of
each person is a good idea, however, it has long existed and was implemented in
classical, traditional pedagogy and traditional education [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. Of course, each idea can be
brought to the “maximum meaningful” and ignore other “maximum meaningful” ideas.
Indeed, “identical”, “related”, “activating”, “mirror” and “business” ratios of “types of
metabolism” are an interesting topic for reflection, however, as Bern wrote, an expert
on fictions and manipulations not only in everyday life, but also in scientific
communication: “You may find it interesting and even, perhaps, reassuring if you are told that
you are a timemic extraverted piknofil endomorph with an inferiority complex and
disharmonious vagotonic borborigms, but there is no healing power” (Bern, 2017, p. 233).
Behind the names that are alien to and unrelated to the essence of education are the
failures of attempts, committed by comprador corporations and “pseudo-elites” of
Russia and the world of specialists, to hide the true goal of these projects, called “foresight”
- the destruction of education countries and republics of the former "socialist camp".
The colonialist West is actively seeking to turn Russia and a number of other countries
into a “raw material base”, primarily turning its population into a “raw material”.
Moreover, it actively means quickly: in education, the seemingly indisputable model “a fast
world requires fast learning” is being introduced.
      </p>
      <p>
        According to other neuro-education researchers, misconceptions about the brain and
the possibilities of enhancing its cognitive potential for more successful mastering of
knowledge and skills have been steadily circulating among the pedagogical community
for a long time. Thus, almost half of British teachers and kindergarten teachers are
confident that:
1. The potential of the brain by an ordinary person (student, pupil) is used at best by
only 10–15%;
2. The child acquires most of the information from the outside world to about three
years [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        The perpetuation of neuromyths leads to the use of scientifically unfounded
educational technologies. So, a decade ago, the Brain Gym program was distributed in UK
public schools, which rested on the wrong belief that a series of simple physical
movements promote the integration of all areas of the brain and effective communication of
nerve cells. That is why, according to V.A. Bazhanova, Yu.S. Shkurko, overcoming
neuromyths, building the learning process about advances in brain research is one of
the central tasks of modern pedagogy [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. The authors argue that this process should go
in two directions, and we should both build links between representatives of education
and the scientific community, and inform students about the discoveries of
neuroscience.
      </p>
    </sec>
    <sec id="sec-7">
      <title>Conclusion</title>
      <p>
        Most of the scientists involved in this issue conclude that neurology, despite all its
breakthroughs, is still in its infancy. No matter how exciting and useful these findings
may be, one can only guess how far scientific thought can go [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>In the longer term, it may be possible to use individual data on the structure of the
brain and its activity to understand the unique strengths and weaknesses of each student.
Besides, we could use this information to obtain personalized learning styles. Some
experts are hoping for a complete mapping of human synapses to find out how training
is going on, and thus develop new biological strategies for improving learning.</p>
      <p>
        Because of understanding these mechanisms, we also open the way for a wave of
drugs that improve human cognitive abilities, genetically enhanced intelligence, and
integration with AI devices through brain-computer interfaces [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>The combination of approaches will allow the maximum use of the intellectual
potential of the country for solving problems of any complexity and orientation. In
general, this direction of development in education requires a material basis and a scientific
approach, but these investments in human capital will pay off. They will entail the
development of infrastructure projects, the stimulation of scientific activity, the
construction of enterprises specializing in the production of domestic components for
electronics, software products, auxiliary instrument-making industries of high accuracy, and
much more.</p>
      <p>In conclusion, I would like to note that this is a living, dynamically developing
direction in the field of neurocognitive sciences, and the limits of its scope have yet to be
determined.</p>
    </sec>
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