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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Distance Communications in the Research Activities of Schoolchildren*</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Moscow Regional Medical College No.</institution>
          <addr-line>3, Noginsk, Moscow region, Russian Federation</addr-line>
        </aff>
      </contrib-group>
      <fpage>0000</fpage>
      <lpage>0003</lpage>
      <abstract>
        <p>This article discusses the model of organization and implementation of a research project for a team of schoolchildren in the senior grade of a secondary school with intensive use of distance communications. The paper offers the research project model for the schoolchildren team within the extracurricular activities for the high level of the secondary school. The models of educational projects are analyzed in short. The technology chosen for the educational research project is the one most often used in the professional activity of scientific and technological companies. The distance educational technologies used in project teams are analyzed. The offered model is tested in a pedagogical experiment “DIY Data science”. The experiment performance is discussed. Universal educational skills were developed among schoolchildren (mathematics, informatics, chemistry) which can be used in further professional activity. The article offers the model of distance communications for the work of the project team. In this model, it is assumed that all types of remote interaction, including the reflection stage, are used.</p>
      </abstract>
      <kwd-group>
        <kwd>Schoolchild Research Activities</kwd>
        <kwd>Distance Communications</kwd>
        <kwd>Project Method</kwd>
        <kwd>High Level of a Secondary School</kwd>
        <kwd>Education</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>A modern schoolchild will live in a digital society, he should be competitive in the
labor market and be needed by society. Research activities for schoolchildren are
intended to form meta-knowledge and competencies which can be useful in further
life. Building sustainable distance communications while researching by a group of
pupils is a relevant pedagogical task.</p>
      <p>The purpose of this article is to discuss a model of the schoolchildren’s distance
communications when they carry out the research project.
*</p>
      <p>Copyright 2021 for this paper by its authors. Use permitted under Creative Commons
License Attribution 4.0 International (CC BY 4.0).</p>
    </sec>
    <sec id="sec-2">
      <title>Theoretical part: researches, projects, distance communications</title>
      <p>
        Research activity is one of the effective ways to build personal qualities in the
schoolchild, which are necessary for future life: motivation, ability to study,
leadership, teamwork, communication skills, adaptability, cognitive skills, the impact of the
activities [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>
        The research activity of schoolchildren at the secondary school is provided through
the project activity. There is a wide range of opinions (Fig. 2, 1 – [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], 2 – [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], 3 – [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ],
4 – [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]) defining the meaning of a concept of the educational project in the
pedagogical community. As the future professional life of the schoolchild involves
participation in various professional projects, in this article we will adhere to the definition
given in the Russian and international standards: the project is "a complex of the
interconnected actions directed to the achievement of unique results in the conditions of
temporary and resource restrictions" [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
The idea of an experiment arose during an informatics lesson when a schoolchild
showed interest in the new profession of "Data Scientist" [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] (interest in information
technologies, artificial intelligence, the profession of the future, the programming at
Python).
      </p>
      <p>In the course of the discussion, it turned out that this profession demands
knowledge of mathematics, informatics, and also subject orientation (physics,
biology, chemistry). And a lot of the necessary knowledge goes beyond the pages of
textbooks.</p>
      <p>Students had a sustained interest (motivation, desire to learn and there was a
leader). The project team was formed. Pupils had to study some technologies of artificial
intelligence used in this profession.</p>
      <p>The hypothesis of a pedagogical experiment consisted in the following. The project
team had to investigate one technology of artificial intelligence (artificial neural
network) from the three points of view:
 at the level of programming without the use of special libraries;
 at the level of software use;
 at the level of using mathematical statistics.
The research project aimed to develop and train an artificial neural network to solve a
specific scientific challenge, to examine and report the obtained results of research
activity. The project had to be carried out within extracurricular activities.</p>
      <p>
        The collaboration technology [
        <xref ref-type="bibr" rid="ref10 ref11">10, 11</xref>
        ] was used to experiment. The research was
carried out by the project method [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. One of the pupils became the project manager.
The teacher acted as an expert and a consultant. Both face-to-face meetings and
distance communications were used for interaction between the project participants.
      </p>
    </sec>
    <sec id="sec-3">
      <title>Result of the Experiment</title>
      <p>The choice of a topic for the educational project was influenced by the scientific
interests of the author. The purpose of the educational project was to predict the
reactivity of organic compounds of a certain class in reactions with radicals in a liquid phase
according to experimental data using the artificial neural network.</p>
      <p>The work is relevant because the knowledge of the reactivity of organic
compounds in elementary reactions is the component in the development of new drugs
and the development of technological processes in chemical production. The obtained
results can be applied by chemical engineers and scientists, thus providing for the
usefulness of this work. The uniqueness consists in the creation of an intellectual
property object.</p>
      <p>
        The result was achievable – similar results were received for reactions with other
classes of organic compounds in liquid and gas phases [
        <xref ref-type="bibr" rid="ref13 ref14">13, 14</xref>
        ]. The planned time for
the project implementation was 4 months (+ months in case of force majeure).
      </p>
      <p>
        There is a big variety of models of implementation of educational projects [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]
which can be summarized as shown in Fig. 4. The organization of the implementation
of the educational project was constructed according to the scheme recommended in
PMBoK [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. It should be noted that the scheme recommended in Aligle [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ] is more
convenient for educational projects. A good educational environment can be provided
by Moodle [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ].
      </p>
      <p>
        The motivational unit has to include a component of vocational guidance. A
formula for success has to be articulated. In our project, we had a lection "Data Scientist:
introduction to a Data Science, perspective, the formula for success". The project
manager received training on the topic "Project management" [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ].
      </p>
      <p>Improved knowledge of pupils consisted in studying the topics "Chemical
Reactions and Reactivity", "Enthalpy of Chemical Reaction and Reactivity", "Function of
any number of variables", "Approximation of functions", "Functions of any number
of variables and artificial neural networks", "Programming of artificial neural
networks".</p>
      <p>The practical unit included the independent study of the project participants in
three directions: development of the program of modeling of artificial neural network
in a programming language, use of the emulator of the artificial neural network, use
of regression model for the solution of the task.</p>
      <p>The detailed model of the educational project is presented in Fig. 5.</p>
      <p>
        Special attention was paid to the realization of the basic principle of teamwork in
the project: information has to be available to all. The use of Peer education between
pupils and the teacher (organizational dialogue) [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ] was the second moment that to a
large extent promoted mainstreaming of the gained knowledge.
      </p>
      <p>
        The received results and the team collaboration in discussion and defense of the
project results were analyzed. Results of the project were presented at the conference
"Noginsk. Step into the future" (Section "Eureka", prize-winner, Section "Physics",
participant) and published in [
        <xref ref-type="bibr" rid="ref20">20</xref>
        ].
      </p>
      <p>At the reflection stage, the accent was put on the achieved individual results and
estimates of their contribution to the results of the teamwork (personal success and
success of the team).</p>
      <p>Remote communications were actively used during all stages of the project.</p>
      <sec id="sec-3-1">
        <title>Model of Distance Communications</title>
      </sec>
      <sec id="sec-3-2">
        <title>Conclusions</title>
        <p>The author offers the research project model for the schoolchildren team within the
extracurricular activities for the high level of the secondary school. The models of
educational projects are analyzed in short. The technology chosen for the educational
research project is the one most often used in the professional activity of scientific
and technological companies. The distance educational technologies used in project
teams are analyzed.</p>
        <p>The offered model is tested in a pedagogical experiment “DIY Data Science”. The
experiment performance is discussed. Universal educational skills were developed
among schoolchildren (mathematics, informatics, chemistry) which can be used in
further professional activity.</p>
        <p>The article offers the model of distance communications for the work of the project
team. In this model, it is assumed that all types of remote interaction, including the
reflection stage, are used</p>
      </sec>
    </sec>
  </body>
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