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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Verification of the Results of Psychosemantic Survey by Eyes-Gaze- Tracking</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Oleg S. Ivanov</string-name>
          <email>zdravmysl@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergei V. Chermianin</string-name>
          <email>cherma2009@ya.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergei V. Pilkevich</string-name>
          <email>ambers@list.ru</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Veronika E. Kapitanaki</string-name>
          <email>nitanaki@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>LSU named after A.S.Pushkin</institution>
          ,
          <addr-line>St.Petersburg, Pushkin, St. Petersburg Highway, 10, 196605</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>MSA named after A.F.Mozhaysky</institution>
          ,
          <addr-line>St.Petersburg, Zhdanovskaya St, 13, 197198</addr-line>
        </aff>
      </contrib-group>
      <fpage>15</fpage>
      <lpage>20</lpage>
      <abstract>
        <p />
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Registration and visualization of thoughts
and accompanying thoughts of the subject
during his perception of any information is
correctly carried out by the method of
psychosocial testing. Verification of the
sincerity of the test person's answers to the
test tasks is available by eyes-gaze-tracking.
In such a combination of different methods
of collecting biopsychometric information,
a synergistic effect is achieved: subjectivity
of human psyche is verified through
objective monitoring. This paper presents
the experience of using the model of the
software-hardware complex, which
incorporates the psycho(color)semantic
technique "Tsvetomer" and
eyes-gazetracking, used for examination of
practically healthy people in conditions of
perception of visual information from the
computer monitor.</p>
    </sec>
    <sec id="sec-2">
      <title>1. Introduction</title>
      <p>Modern information society is characterized by the
intensification and increase in the diversity of types of
communication processes in the social environment,
implemented by technical means and related, sometimes, to
diametrically opposite types of interaction.</p>
      <p>A separate class of such information impacts are destructive
phenomena, expressed in familiarization of users of modern
telecommunication systems with potentially harmful
multimedia objects of different nature (text, graphics,
sound, multimedia). These threats lead to the need to ensure
a "healthy" information environment. Psychological
protection of the population from psychotraumatic
information is an important component of the national
security of the Russian Federation.</p>
      <p>In this context, it is quite predictable that there is a need to
develop new and improve existing systems for monitoring
and protecting users from negative content - their
intellectualization, which allows to effectively and timely
combat threats, especially in the conditions of active
actions of violators of information and psychological
security-sources of destructive multimedia Internet content.
The principle is to determine the criteria for the objective
attribution of a particular content to the class of potentially
harmful or dangerous for the user of modern computer
technology.</p>
    </sec>
    <sec id="sec-3">
      <title>2 Purpose, Tools and Design of the Study</title>
      <p>One of the most promising directions of psychometric
instrumentation improvement is integration into a single
measuring complex of psychosocial techniques [Pet2017,
Sem2009] and biometric video analytics [Oli2017,
Iva2015].</p>
      <p>Such a combination of techniques allows to explore
cognitive filling of the subject's psyche with the necessary
flexibility and detail, and on the other hand - to obtain
objective data associated with thoughts and experiences of
the person [Pes2004].</p>
      <p>The purpose of the study was to develop a tool that allows
to verify by objective method subjective reactions
responses to test tasks - of a person who perceives the
information presented on the display.</p>
      <p>A review and analysis of the informativeness and
ergonomicity of a number of psychometric techniques
[Ana2009] showed that in order to achieve the goal, the
psychosemantic differential method proposed by C. Osgood
is the optimal option [Yar2017].</p>
      <p>This is because, in the computer embodiment, the
techniques of the psychosemantic differential combine such
characteristics as:
1) cognitive ergonomics - anyone simply understands
the task and perform it without being tired;
2) flexibility in giving incentives - the possibility to set
any sequence of presentation of different-format
incentives;
3) possibility to take into account in a formal way
expressive: shape, colour tones, mutual orientation
of objects on the image, etc., as well as semantic
characteristics of visual content presented on the
display;
4) the possibility of taking into account the temporal
characteristics of the test tasks performed by the
subjects, i.e. the possibility of taking into account
the parameters of sensomotor reactions in the
method [Mak2017];
5) the presence of a "common semantic denominator"
for the ability to compare different concepts on a
similar basis.</p>
      <p>As a method of objective control of psychophysiological
reactions associated with cognitive-affective and
vegetative-behavioral reactions of subjects performing test
tasks, the method of eye-gaze-tracking was used [Bar2016].
Experiments have shown that the classical method of the
psychosemantic differential can be improved. The
improvements were that when expressing his attitude to the
content presented on the display, the subject used color
marks rather than a set of words. This variant of the method
of the psychosemantic differential is called the
colorsemantic differential [Yan2006].</p>
      <p>The implementation of the color-psychosemantic
differential method in the performed studies was presented
by the method "Tsvetomer" implemented in the form of a
software application [Iva2014].</p>
      <p>Analogues of this technique are: "Color Test of Relations"
by E.F.Bazhin and A.M.Edkind [Bazhin1983], "Color
Analyzer of the World" by A.M. Parachev [Par1985],
"Method of Mutual Color Assessment" by P.B.Yanshin "
[Yan2000].</p>
      <p>By combining the properties of projective and formalized
tests in one technique, psychometric information about a
person 's thoughts, experiences and relationships to the
material presented becomes available both for expert
analysis of color-stimulation associations and for machine
statistical analysis.</p>
      <p>The difference between the method "Tsvetomer" and
analogues is that associations "stimulus" - "color marks,"
tested makes not one, but two colors (color-pair). For each
color pair, empirical studies have determined a numerical
value - color-pair index [Yan2006].</p>
      <p>Design of a research. On the basis of voluntary informed
consent, the study was attended by 50 respondents (15
young men and 35 girls), aged 18-25, practically healthy,
Russian-speaking (Russian as a native language), who were
students of a humanitarian university.</p>
      <p>The test job consisted of viewing various visual content on
the computer display. Such a task simulated the viewing of
photos on specialized resources on the Internet (social
networks).</p>
      <p>Respondents expressed their attitude to the material
presented on the display - photos with different story,
building a link between the photos and one of 64 possible
combinations of color marks, focusing on their "internal
sense of correctness" of such a link (Figure 1).
The content displayed by the subjects was ranked in
advance by categories: "neutral", "positive", "negative."
The content is represented by photographs with different
meaning content, expressive expressiveness, and thus
realized emocyogenic properties. The photographs were
taken from the international base of emotional photographs
(The Geneva affective picture database - GAPED DB)
[Eli2011].</p>
      <p>During the whole duration of the test tasks (from 5 to 12
minutes) eye-gaze-tracking was performed, which contains
peculiarities of the "eye behavior" of the respondent in
connection with his perception of the presented content.
The hardware and software complex "Gazepoint GP3 HD"
to be used [Raz2018, Che2019].</p>
      <p>During the survey, the following parameters were recorded
on the temporal scale:</p>
      <p>- the ratio of the examined to each instance of the
presented photostimulas expressed through color
association and a color-pair-equivalent color-pair index;
- time of complex sensomotor reaction (in
milliseconds);
- the complex visualmotor response consisted of the
following steps: (1) visual perception of the presented
image, (2) awareness, to some degree of clarity, of the own
attitude to the presented image, (3) selection of the
colorpair more suitable for expressing its attitude to the content
(4) and performance of this association;</p>
      <p>- recorded eye-gaze-tracking (1) of the view fixation
area on the image elements, (2) the temporal characteristics
of the view fixation and its movement, and (3) the
configuration of the view movements (amplitude, speed and
movement path).</p>
      <p>Thus, the use of eye-gaze-tracking to monitor the "eye
behavior" of a person when they perceive visual content
from a monitor enables objective control of subjective
processes, as well as to obtain biometric information such
as:</p>
      <p>1) areas of view fixation on certain content elements
that have made the greatest interest for this subject;
2) the duration (ms) of the view fixation in each of
the areas of interest;
№</p>
      <sec id="sec-3-1">
        <title>Word-concept Semantics 1 2</title>
        <p>3
4
5
6
7
8
9</p>
      </sec>
      <sec id="sec-3-2">
        <title>Light Joy</title>
      </sec>
      <sec id="sec-3-3">
        <title>Good</title>
      </sec>
      <sec id="sec-3-4">
        <title>Positive</title>
      </sec>
      <sec id="sec-3-5">
        <title>Victory</title>
      </sec>
      <sec id="sec-3-6">
        <title>Health</title>
      </sec>
      <sec id="sec-3-7">
        <title>Warm</title>
      </sec>
      <sec id="sec-3-8">
        <title>Peace</title>
      </sec>
      <sec id="sec-3-9">
        <title>Love</title>
        <p>Usually and legally, the given of words
in practically healthy Russian-speaking
persons with undisturbed color
representation has positive estimates,
friendly, false attitude; And
associations with color tones such as
"yellow", "red-orange", "green" in their
different pair combinations
10 Well
The application value and meaning content of the subtest of
the standard example of test tasks (SETT) in the method
"Tsvetomer" is as follows.</p>
        <p>For the vast majority of mentally and physically healthy
adult Russian-speaking audiences, these word-concepts
have understandable, easy, and therefore quickly detectable
meaning.</p>
        <p>Each of categories of these verbal incentives represents
semantic space with "good", "positive", "pleasant"
semantics and, respectively, with "bad", "negative",
"disgusting" semantics.</p>
        <p>In the course of the psychophysiological examination,
color-liberal associations are always presented for
execution at its first stage. This is a calibration step: the
subject, first, in the course of performing the SETT in
practice, clarifies how to perform subsequent color
stimulation associations; Secondly, since at this stage the
respondent does not have the need and intention to falsify
the results, he performs these color-liberal associations with
the temporal and affective characteristics that he is
3) path of focus transition from one area to another;
4) an algorithm for selecting color marks for color
associations to be tested.</p>
        <p>In addition, video documentary provides biometric
information on (1) dynamics of the respondent's blinking
frequency when they perceive different content, as well as
(2) dynamics of the diameter of his pupils.</p>
        <p>In accordance with the design of the experiment,
eye-gazetracking was performed in the background without
distracting the subject from the perception of the presented
information.</p>
        <p>Prior to the presentation of graphic incentives, which were
examined, each respondent was given specially selected
verbal incentives.</p>
        <p>These verbal incentives in the method "Tsvetomer" are
represented by ten pairs of word antonyms (Table 1), which
by definition have semantic differences, ideally - by 100 %
[L'v2002] and are well known and understood by the
Russian-speaking audience.</p>
      </sec>
      <sec id="sec-3-10">
        <title>Antonimical</title>
        <p>word-concept</p>
      </sec>
      <sec id="sec-3-11">
        <title>Darkness</title>
      </sec>
      <sec id="sec-3-12">
        <title>Grief</title>
      </sec>
      <sec id="sec-3-13">
        <title>Evil</title>
      </sec>
      <sec id="sec-3-14">
        <title>Negative</title>
      </sec>
      <sec id="sec-3-15">
        <title>Defeat</title>
      </sec>
      <sec id="sec-3-16">
        <title>Disease</title>
      </sec>
      <sec id="sec-3-17">
        <title>Cold</title>
        <p>War</p>
      </sec>
      <sec id="sec-3-18">
        <title>Hate</title>
      </sec>
      <sec id="sec-3-19">
        <title>Semantics</title>
        <p>Usually and normative given group of
words in practically healthy
Russianspeaking persons with normal color
reception has negative estimates,
negative attitude; And associations with
color tones such as "black", "brown",
"grey", "dark blue" in their different
pairings
Badly
comfortable with. And he does as sincerely as he can be
sincere. Thus, at the first stage - the stage of training,
statistical characteristics of "sincere" sensomotor reactions
and parameters of "eye behavior" in the test situation are
collected without significant cognitive loads.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>3 Results and discussion</title>
      <p>In particular, Figure 1 shows a good example from a
psychophysiological survey. The situation of the so-called
harassment when a male superior petting a female
subordinate. She tries to remove herself, but has a fear of
doing so actively. (This is an example of a formalized
description of the semantic content of a given visual
content.)
For the proposed stimulus (photography), the subject
performed a color association: "dark blue" and "brown".
The color-pair indices (IC) for a given color concentration
is 0.46. This value belongs to an empirical defined range
(its lower bound) of neutral relation to the form and content
of the stimulus.</p>
      <p>However, as can be seen by the oculogram superimposed
on the elements (objects) of Figure 1, the examined though
performed the color association "dark blue" + "brown", but
also he considered for associations the option of choosing
color labels: "magento" and "dark blue". And this
chromaticity has an IC of 0.73 - "positive relation". But the
subject refused to implement this option.</p>
      <p>In a comprehensive way, considering the whole series of
color-stimulation associations of this subject in this session,
it is highly likely that this respondent actually estimates the
situation of male harassment of a woman in the workplace
not as unacceptable and outrageous, which requires
generally accepted norms of behavior, but as quite normal
and even good. However, he understood that such attitudes
towards such situations were not welcome by society and
therefore opted for a more socially acceptable option to
demonstrate their attitudes to the form and content of the
stimulus.</p>
      <p>Thus, the described example also demonstrates the
possibilities of verification not only explicit, intends to
demonstrate the responses demonstrated by the respondent
to incentives, but also those reactions that the examined
person tried to hide.</p>
      <p>The ability to visualize hidden psychometric information
makes the developed method of psychophysiological
examination also suitable for solving applications of
instrumental verification of broadcast messages.
The use of hierarchical clustering methods in relation to the
test results of the subjects allowed to build a dendrogram
and determine the ranges of IC values (Figure 2). Each of
the three identified classes can be conditionally associated
with "positive" IC Î[0.64; 1.0], "negative"
IC Î[0.08; 0.51] and "neutral" IC Î[0.52; 0.63] graphic
content [Iva2019].
In addition to color-osmantic associations for the
presentation of antonyms, the graph (Figure 4) shows the
ratio of reaction time required for the performance of
associations.
Despite the predominance of the same evaluation
judgments of respondents regarding each stimulus image,
however, a unanimous assessment was not obtained for any
of the 146 images. In this regard, the authors have
developed an algorithm for obtaining an integral
assessment of content (F), taking into account both the
power of the analyzed sample and the degree of consistency
of expert opinions (K). A graph illustrating the degree of
convergence of the results of the algorithm depending on
the number of respondents is presented in the Figure 5.
Visual analysis of Figure 6 suggests that, at a minimum,
there is a tendency that the more negative meaning is
contained in the word stimulus, the less time it takes the
test person to perform a color-ferral association.
There is nothing new about this conclusion yet. A
wellknown phenomenon in psychology - bad people react more
clearly and faster - is also found in this data.</p>
      <p>However, setting this pattern on special incentives
presented at the calibration stage, when there is no motive
to falsify their responses, allows further, at the targeted
testing stages, to use the data obtained in this way as a
comparison array when assessing the sincerity of execution
of test tasks.</p>
      <p>It is expected that the values of the color-pair indices for
verbal stimulus from the SETT for semantically positive
words have values from 0.74 and higher; For semantically
negative - from 0.46 and lower.</p>
      <p>The concept of "Angels" received IC = 0.55, which makes
it possible to suggest that in the paintings of the world of
modern young people, the concept of "Angel" is not,
unquestionably positive, as was the case with the
generations of the mid-20th century.</p>
      <p>Also expected is the value of the IC for images from
GAPPED DB with letters "A", "Sp", "H" (pictures causing
negative emotions) received the IC 0.34, 0.32, 0.29
respectively. And images with index "P" received group
value of IC - 0.68. Thus, the expert assessment of the
emotions of GAPPED DB photographs fully coincides with
the associative reactions to these photographs of the
subjects.</p>
      <p>The results not previously met include the fact that the ratio
to neutral pictures - "N" - GAPPED DB was estimated by
the group as a whole - at 0.38 (moderately negative). This
is probably due to the tendency of modern youth to
negatively assess little emotional content.</p>
      <p>As a certain finding was that on the images of snakes - the
letter "Sp" GAPPED DB, the IC of the group made 0.57
neutral-positive attitude. Perhaps it will correctly interpret
that there is a tendency to transform the image of snakes in
the consciousness of modern young men and girls from
negative to positive. It is also possible that the result
reflects the personality features of the examined contingent.</p>
    </sec>
    <sec id="sec-5">
      <title>4 Summary</title>
      <p>The software developed on the basis of the described
methods and algorithms can be installed both on the side of
the Internet access service provider and on the automated
workplaces of users, which will allow timely detection and,
if necessary, blocking of potentially dangerous multimedia
objects.
4.1 Acknowledgements
The reported study was funded by RFBR according to the
research project number 18-29-22064\18.</p>
    </sec>
  </body>
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