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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Metacognitive Strategy of Students with Problematic Internet Use</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Herzen State Pedagogical University of Russia</institution>
          ,
          <addr-line>Saint-Petersburg, Russia 48 Moyka Embankment, St. Petersburg, 191186</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Saint - Petersburg State University of Culture</institution>
          ,
          <addr-line>Saint-Petersburg, Russia 2 Dvortsovaya emb., St. Petersburg, 191186</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <fpage>0000</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>The paper presents the results of a study of metacognitive strategies in students. The study found that students with normative internet behavior, with problematic internet use, and students with symptoms of Internet addiction are characterized by different level of such metacognitive strategies as Introspection, Quasi-reflection, Formulation of questions, Role-playing games. The conscious formulation of questions for filling the gaps in knowledge is typical for students with normative internet usage; Introspection, Quasi-reflection, Role-playing games - for respondents with problematic Internet use. It was revealed by factor analysis that non-constructive metacognitive strategies implying creating imaginary communication situations, focusing on one's own thoughts, fantasies, and problematic experiences are part of a unified symptom complex with symptoms of Internet addiction. The results can be applied in cognitive-behavioral therapy for problematic Internet use by developing constructive metacognitive strategies in students.</p>
      </abstract>
      <kwd-group>
        <kwd>problematic internet use</kwd>
        <kwd>internet addiction</kwd>
        <kwd>metacognitive strategy</kwd>
        <kwd>metacognitive regulation</kwd>
        <kwd>university student</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>University students can be perceived as a group of the most active Internet users
nowadays. According to a number of surveys, the majority of students almost constantly
use various types of mobile devices and gadgets for different types of online
activities, such as search, communication, educational and creative activities, gaming etc.
In this respect, the importance of study of the psychological consequences of students
' involvement in virtual interaction is increasing. One of these consequences is defined
as a problematic Internet use – excessive non-functional involvement into the Internet
communication, which implies long-term and systematic uncontrolled using of the
Internet. Problematic Internet use is defined as a factor of risk of the Internet
addiction. A significant number of studies of a problematic Internet use are currently being</p>
      <p>Copyright ©2020 for this paper by its authors.</p>
      <p>Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
implemented. However, the issue of its psychological mechanisms remains open. One
of the promising area in solving this problem is the study of the characteristics
of metacognitive regulation of behavior of Internet users ' as prerequisites for its
problematic use. Particular relevance in this respect acquires the identification of
metacognitive and reflexive strategies that mediate the normative or problematic character
of Internet communication among the university students.
1</p>
    </sec>
    <sec id="sec-2">
      <title>The Main Features of Problematic Internet Use of Students</title>
      <p>
        The Internet usage is defined as an integral part of the daily life of the university
students. Modern Russian students are, indeed, the first representatives of the "digital
generation", which since childhood are being strongly interacting with cyberspace.
They use different practices of an internet-communication; implement different types
of activity in the virtual space [
        <xref ref-type="bibr" rid="ref29">29</xref>
        ]. According to the data of D. V. Rudenkina and A.
I. Rudenkina [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ], 97% of Russian young people consider themselves active Internet
users and actually can't imagine their life without it. They spend a significant amount
of time on social networks, at scientific and educational resources, gaming sites. The
Internet becomes a kind of living space for university students, where communication,
cognition, entertainment and recreation are realized [
        <xref ref-type="bibr" rid="ref10 ref38">10, 38</xref>
        ]. Thus, most young
people use smartphones and other gadgets all the time to get the access to the Internet.
They are inclined to problematic Internet use without specific purposes, which is
related to a decrease or loss of control over interaction in the network, willingness to be
online constantly, deterioration of emotional well-being when it is impossible to get
the access in to the Internet, expressed by preference for virtual communication [
        <xref ref-type="bibr" rid="ref21 ref31 ref32 ref33 ref8">8,
21, 31, 32, 33</xref>
        ]. As it was demonstrated in the survey of Varlamova S. N. et al [
        <xref ref-type="bibr" rid="ref30">30</xref>
        ]
problematic Internet usage or a moderate tendency to Internet addiction, is common to
95% of young people in the world's metropolises. Problematic Internet usage often
replaces or deforms various types of student activity. The negative consequences of
problematic Internet usage by youth could be communicational difficulties,
weakening of social ties and frustration, escapism, formation of emotional Internet addiction,
acts of aggression and autoaggression in situations of limited access to the network,
reduced academic performance and deterioration of quality of life, the risk of various
forms of deviant behavior (gaming addiction, cyberbullying, cyber vandalism, etc.)
[
        <xref ref-type="bibr" rid="ref2 ref24 ref3 ref34 ref36">2,3,24,34,36</xref>
        ]. A number of studies have identified psychological preconditions for
problematic Internet usage among students, which include communication problems,
a tendency to fantasize, focus on their inner world, a low level of reflection,
conceptualization of their own cognitive and emotional processes, difficulties in decisions
making, difficulties in semantic regulation of life activity, etc. [
        <xref ref-type="bibr" rid="ref11 ref17 ref19 ref26 ref5 ref6">5,6,11,17,19,26</xref>
        ].
Therefore, it is essential to review predictors of problematic Internet use.
2
      </p>
    </sec>
    <sec id="sec-3">
      <title>Metacognitions and Their Role in Problematic Internet Use</title>
      <p>
        Metacognitions constitute the ability to carry out "thinking over thinking", namely,
reflection and self-regulation of cognition. Metacognitive processes serve as an
integral regulator of activity, responsible for evaluating, interpreting, and controlling
cognitive activity, and also involve in regulating emotions and cope behavior [
        <xref ref-type="bibr" rid="ref12 ref13 ref14 ref18">12, 13,
14, 18</xref>
        ]. Thus, metacognitions can be both constructive and non-constructive.
Disruption of metacognitive regulation can be observed in neurotic disorders,
adaptation disorders, addictive behavior, etc. [
        <xref ref-type="bibr" rid="ref16 ref7">7, 16</xref>
        ].
      </p>
      <p>
        The role of metacognitive processes in the building of problematic Internet use is
not properly studied, though, there are specific studies of diverse aspects of this
problem. Thus, the thesis of Leili Mosalanejad and Mohammed Amin Ghobadifar shows
that negative metacognitive beliefs diminish emotional self-regulation, so serve as
preconditions for over involvement in Internet communication [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ]. M. Spada et al
[
        <xref ref-type="bibr" rid="ref27">27</xref>
        ], who showed that metacognitive abilities act as mediators between emotional
regulation and behavior, obtained similar results; metacognitions influence the
manifestations of negative emotions, which, in turn, act as preconditions for problematic
Internet use. Metacognitive beliefs about anxiety, the impossibility of control and
danger, the necessity to control your thoughts, cognitive confidence and cognitive
identity reinforce the tendency to problematic Internet usage. Conversely, developed
emotional regulation decrease the propensity to problematic Internet usage. There
valuable results were obtained in the study of Dorit Alt, Meyran Boniel-Nissim,
which demonstrate that problematic Internet usage is connected with a formal and
superficial approach to adolescents learning, as well as with the fear of missing
opportunities or benefits (FoMO "fear of missing out") [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. It was revealed by D. P.
Tkachenko that the tendency to control of anxiety in situations of self-presentation is
typical for people who tend to escape from loneliness and social problems in virtual
reality [
        <xref ref-type="bibr" rid="ref28">28</xref>
        ]. In fact, there are no studies devoted to interconnection between
metacognitive strategies and problematic Internet use among students, which explains the
relevance of this work.
3
      </p>
    </sec>
    <sec id="sec-4">
      <title>Research Questions</title>
      <p>In accordance with the results of a theoretical analysis of the problem of the
correlation between metacognitions and the problem of the Internet usage for students, we
posed the following research questions (RQ):</p>
      <p>RQ 1: Is there any difference between the metacognitive strategies among students
with normative, problematic Internet use and students with signs of Internet
addiction?</p>
      <p>RQ 2: What is the correlation between metacognitive strategies and problematic
Internet use of students?</p>
      <p>RQ 3: What are the main factors of metacognitive regulation of students' behavior
on the Internet?</p>
    </sec>
    <sec id="sec-5">
      <title>Methods</title>
      <sec id="sec-5-1">
        <title>Participants</title>
        <p>The participants were 111 students (28 males, 83 females, M= 22,6 SD=3,84) from
full-time and extra-mural courses in social sciences and the humanities at various
institutions of higher education in Saint Petersburg, Russia.</p>
        <p>
          The choice of humanitarian students was a result of a desire to partially eliminate
the influence of a subjects chosen educational field (precise sciences, natural sciences
and technology). The sample group showed a numerical preponderance of young
women, which according to the data of the Federal State Statistical Service is roughly
in accordance with the gender distribution in the general overall body of students
studying social sciences and the humanities [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ]. Based on the Chen Internet
Addiction Scale (CIAS) and according to the report by Malygin et al. the cutoff point at a
score of 65 to determine Internet addiction via CIAS gave a good performance in
respect of reliability and validity [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ]. Following Malygin et al., we adopted this
cutoff value to classify normal internet use (n= 31, range = 27–42), problematic internet
use (n=59, range=43–64) and internet addiction (n= 21, overall level of IA &gt;65).
4.2
        </p>
      </sec>
      <sec id="sec-5-2">
        <title>Measures</title>
        <p>
          Problematic Internet use. The adolescents completed a CIAS – the self-rating
questionnaire comprising 26 items, with a four-point Likert’s scale ranging from 1
(Does not match my experience at all) to 4 (Definitely matches my experience). The
questionnaire was specially developed for assessing internet addiction [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. The scale
(IA) is made up of five subscales: 1) compulsive use (5 items); 2) withdrawal
symptoms (5 items); 3) tolerance (4 items); 4) interpersonal and health-related problems (7
items); 5) time management problems (5 items) and two integral indicators: 6) key
symptoms of IA (IA-Sym = (Com+Wit+Tol)); 7) negative effects of Internet use
(IARp = (In+Tm)). The CIAS was adapted for use in Russia by V.L. Malygin et al. [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ].
According to their report, the cutoff point at a score of 65 was used to define IA;
ranges of 27–42 and 43–64 respectively were classified as normal internet use and
problematic internet use (PIU). Cronbach’s alpha fell in the range of 0.757 the scale
of compulsive use to 0.9 on the scale of time management problems. IA test/re-test
correlation on all subscales showed a good performance on reliability (a Pearson’s
correlation coefficient not less than 0.7–0.75).
        </p>
        <p>
          Differential Test of Reflexivity [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ]. The questionnaire consists of 30 statements
grouped in 3 theoretically based scales:
1. Introspection (e.g. "Often I am completely focused on my condition"):
2. Systemic reflection (e.g. "I usually think about the reasons for what is
happening to me"):
3. Quasi-reflection (e.g. “I can dream and forget about everything”).
Respondents rated the statements on a four-point Likert’s scale ranging from 1 (Does
not match my experience at all) to 4 (Definitely matches my experience). The internal
consistency of the questionnaire scales has values between Cronbach’s alpha=0.79 to
0.83.
        </p>
      </sec>
      <sec id="sec-5-3">
        <title>The Scale of Self-assessment of Metacognitive Behavior by D. LaCosta [14].</title>
        <p>This technique was developed in 1998 and is a short questionnaire, fairly easy to use
and interpret. Respondents are required to assess the following metacognitive
strategies as: 1) Strategic planning (planning, monitoring and evaluation of activities); 2)
Formulation of questions (conscious formulation of questions addressed to gaps in a
particular field of knowledge); 3) Conscious decision-making (predicting the effect
and consequences of each choice); 4) Differentiated assessment (reflective assessment
of one’s own actions according to various criteria); 5) Comprehension of
achievements (correlation of subjectively assessed achievements with objective feedback); 6)
Overcoming subjective limitations (awareness of the possibilities of solving complex
problems and persistent conscious search for solutions); 7) Paraphrasing and
summarizing the information received (rethinking of incoming ideas); 8) Designation of
cognitive behavior (definition of the used cognitive strategies and their significance
for solving the problem); 9) Definition of terminology (wording of precise definitions
of initially vague, ambiguous, or poorly understood terms); 10) Role-playing games
(playing the position of a communication partner, a mental dialogue with him);
11)Keeping diaries (writing down your own thoughts); 12) Modeling (building mental
representations of experience). Respondents rated the statements on a five-point
Likert’s scale ranging from 1 (very rarely) to 5 (very often). The summarizing scale of
the questionnaire “Overall level of metacognitive behavior”, Cronbach’s alpha: 0.743.
4.3</p>
      </sec>
      <sec id="sec-5-4">
        <title>Data Analysis</title>
        <p>The chi-square test was used for determining whether level of PIU were independent
of student’s gender. We conduct the ANOVA to examine the metacognitive strategies
in different groups of independent variables (normal/ problematic internet use/internet
addiction). The samples were homoscedastic (Levene’s test, p&gt;0.05). The Scheffe test
to correct alpha for to account for multiple comparisons and Spearman’s correlation
coefficient to examine the associations between CIAS and metacognitive behavior. To
determine the dimensions of the factor model metacognitive regulation of internet
behavior, the factor analysis (principal component method) with varimax rotation
computed. A test of using factor analysis was carried out based on the
Kaiser-MeyerOlkin measure of sampling adequacy (KMO) and Bartlett’s teste of sphericity.
Statistical significance was set at a level of p &lt; 0.05. The Statistica 10.0 software package
was used for analyses in this study.
5</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>Results</title>
      <p>In the first stage of the study, we specify that the indicator of PIU does not depend on
the sex of students (χ2 (2) =0.93, p=0.62). In the next stage, a comparative study of
metacognitive strategies in groups with different CIAS score (normal internet
use/problematic internet use/internet addiction) was conducted.</p>
      <p>Table 1 (Means and SD of reflexivity parameters) contains significant distinction in
the forms of reflexivity of the survey participants. The indicator of systemic
reflection, associated with the ability to look at yourself from the outside, declines
depending on the build-up in signs of Internet addiction, however these differences are
presented only at the level of the trend.</p>
      <p>
        There were found quite significant differences in introspection indicators (F=8. 31,
p &lt;0.00), the state, related to concentration on one's own state and experiences, the
Sheffe post-hoc test are significant at p &lt; 0.05. In addition, quasi-reflection, related to
separation from the relevant situation (F=9.13, p&lt;0.00), the Sheffe post-hoc test are
significant at p &lt; 0.01. These forms of reflection are often related to such negative
effects as maladaptive styles of coping, pessimism, neuroticism, low success in
solving problems and lack of social support [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ]. The severity of these metacognitive
strategies increases depending on the strengthening of signs of Internet addiction.
It was revealed that significant differences in such parameter as "formulation of
questions" (conscious formulation of questions, addressed to gaps in a particular area of
knowledge) (F=3.49, p &lt;0.03) are most vividly observed in students with normal
Internet use. The "role games" parameter, which means playing the position of the
communication partner and mental dialogue with him, is more typical for respondents
with signs of Internet addiction (F=2.89, p &lt;0.05). In both cases, the Scheffe test are
significant at p&lt;0.05. The rest differences are presented at the trend level, while the
severity of some metacognitive strategies decreases depending on the increasing the
level of the independent variable, while others decrease.
      </p>
      <p>In order to identify metacognitive strategies, associated with raising or lowering of
total CIAS score, a correlation analysis was conducted, the results of it are presented
in table 3. It is revealed that such forms of unproductive reflection as introspection
and quasi-reflection are positively correlated with all parameters of problematic
Internet use, as well as with total CIAS score.
Also metacognitive «role-playing games» strategy positively interconnected with an
interpersonal and health-related problems (r=0,22, p=0,05), time management
problems (r= 0,19, p=0,05), negative effects of internet use (r=0,23, p=0,05), total CIAS
score (r=0,21, p=0,05).</p>
      <p>To identify the structure of metacognitive regulation of Problematic Internet Use,
the factor analysis (principal component method) with varimax rotation and factor
scores coefficients was computed. The Kaiser-Meyer-Olkin measure of sampling
adequacy (KMO) = 0.714; in Bartlett’s test of sphericity χ2 = 324.97, df =66,
α=0.000. Three factors were extracted with an eigenvalue greater than one. The
variables with the factorial loading are shown in Table 4.</p>
      <p>The third factor (with 14% variance) combines metacognitive parameters of
behavior, related to strategic planning of activity: keeping diaries (0,65), formulation of
questions (0.68), strategic planning (0,75). Table 5 (Intercorrelations among factor of
metacognitive regulation of Problematic Internet Use) shows the results of
intercorrelations between factors of metacognitive regulation of problematic Internet use.
As shown in Table 5, factor structure included one independent and two consistent
factors. The independent factor covers parameters of metacognitive behavior, which
are positively related to a total CIAS score. Interrelated factors reflect the
predominance of metacognitive strategies, aimed either at monitoring and evaluating
performance or at strategic planning.
6
6.1</p>
    </sec>
    <sec id="sec-7">
      <title>Discussion</title>
      <sec id="sec-7-1">
        <title>Findings</title>
        <p>The obtained empirical data showed that students with normative Internet behavior,
with problematic Internet use, and signs of Internet addiction are characterized by
different level of expression of such metacognitive strategies as Introspection,
Quasireflection, and Formulation of questions, Role-playing games. While, the conscious
formulation of questions for filling the gaps in knowledge is typical for students with
normative usage of the Internet. Role-playing games - tendency to replay mentally a
dialogue with the opponent, unproductive reflection - Introspection, manifested in
focusing on their own internal problems and states, Quasi-reflection – escaping into a
fantasy, is more common for students with problematic Internet use and Internet
addiction, while these strategies are most evident for Internet addicts. The leading role
of these metacognitive strategies in the problematic Internet use is confirmed by the
results of correlation analysis. Thus, tendency to Introspection and Quasi-reflection
assumes high severity of all signs of the Internet addiction.</p>
        <p>
          Frequent usage of Role-playing games is connected with the existence of problems
in the field of time planning, health, inner world of the individual relative to the
Internet addiction. The ability to formulate questions consciously, in contrast, reduces the
negative effects, associated with the Internet usage, and, first of all, problems with
time management. It was revealed by factor analysis that non-constructive
metacognitive strategies implying creating imaginary communication situations, focusing on
one's own thoughts, fantasies, and problematic experiences are part of a unified
symptom complex with signs of Internet addiction. Constructive strategies that involve
metacognitive regulation of all main components of activity planning, monitoring and
evaluation, are not predictors of a problematic Internet use. The results of our study
are consistent with the data obtained in a number of studies. In particular,
Marcantonio M. Spada [
          <xref ref-type="bibr" rid="ref27">27</xref>
          ] and others found out that negative metacognitive convictions
are connected with negative emotional experiences and can cause PIU, since
interaction on the Internet can serve kind of tool for improving the state, reducing
metacognitive discomfort. Fatemeh Bidi et al [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] found that metacognition plays a significant
role in shaping of coping strategies and largely determines mental health.
Nonconstructive metacognitions lead to non-adaptive coping strategies, including the
problematic use of the Internet. In a survey of L. Mosalanejad and M. A. Ghobadifar
[
          <xref ref-type="bibr" rid="ref23">23</xref>
          ], it was shown that metacognitive persuasions, acting as factors of increasing
anxiety, are more common for students with PIU. This allows us to make a conclusion
that metacognitions can act like preconditions for problematic use of the Internet
among University students.
6.2
        </p>
      </sec>
      <sec id="sec-7-2">
        <title>Study limitation and directions of future research</title>
        <p>The limitations of this study are, first of all, that the results were obtained on a sample
of students in the Humanities, a significant part of which are girls. Despite the fact
that we found no differences in metacognitive strategies and problematic Internet use
depending on gender, in the future it is advisable to expand the sample of the study, to
balance it by gender and educational orientation. The establishing of correlations
between metacognitive strategies and PIU with emotional and cognitive
characteristics also acts as prospects for further researches, which will allow more detailed
explore the role of metacognitions in PIU and Internet addiction of students.</p>
      </sec>
    </sec>
    <sec id="sec-8">
      <title>Conclusion</title>
      <p>This survey revealed metacognitive strategies that strengthen and weaken problematic
Internet use by students. Metacognitions aimed at one's own inner world and
imagination -introspection, quasi-reflection, mental playback of dialogues with a partner,
strengthen PIU and act as preconditions for Internet addiction. Metacognitions that
regulate cognitive activity and involve planning, monitoring, and activity evaluating,
weaken the PIU. The achieved results reveal the possibilities of metacognitive therapy
in correcting Internet-dependent behavior, and allow determining directions of
psychological prevention of PIU among students through the development of
constructive metacognitive strategies.</p>
      <p>Acknowledgement. The research was supported by the Ministry of Science and Higher
Education of the Russian Federation (project No. FSZN-2020-0027).</p>
    </sec>
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