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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Can Online Assessment Be Trusted? A Pilot Study of Computer-based - vs. 'Paper and pencil' - Version of the Adult Self-Report 18-59</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Department of Philosophy</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sociology</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Education</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Applied Psychology</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Section of</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Applied Psychology, University of Padova</institution>
          ,
          <addr-line>Padova</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Humanities, University of Naples Federico II</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Interdepartmental Center for Family Research, University of Padova</institution>
          ,
          <addr-line>Padova</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In the last few years, the technology-based approach in psychology for clinical intervention, assessment, and scientific research has shown the several advantage. Researchers typically use the digital versions of existing pen and paper instruments Therefore, the study of psychometric properties of the measures appears necessary. The present study aimed to compare the density distribution and scale results of the Adult Self Report 18-59 self-report instrument. 40 Italian young adults were involved and randomly associated to one of two conditions. The first group (n = 20) completed the ASR through paper-and-pencil protocol. The second group (n = 20) completed a computer-based version of the questionnaire. Bayesian correlations and Bayesian independent sample t-tests were performed. The results show the possibility of using the ASR through computer-based assessment. The relevance of testing the psychometric properties of the self-report questionnaire before their online use is discussed.</p>
      </abstract>
      <kwd-group>
        <kwd>Psychological assessment</kwd>
        <kwd>Adult Self Report 18-59</kwd>
        <kwd>Online survey</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        In the last two decades, several studies advocated an improvement of a
‘technologybased’ approach in psychology through the use of computer-based tools – for clinical
intervention, assessment, and scientific research [1-3]. Indeed, on the one hand,
‘telemedicine’ as well as ‘telepsychology’ (i.e.: online psychotherapies and/or online
psychological interventions) may help to facilitate psychological help seeking [4, 5], thus
reducing the stigma towards mental illness [6-8]. On the other hand, most of the current
research recruits the research participants through the Internet, and the participants
complete the questionnaire through the ‘online’ form [
        <xref ref-type="bibr" rid="ref10 ref11 ref8 ref9">1-3, 9-12</xref>
        ] – allowing to obtain a
huge amount of data. It is undoubtedly that – during the last few years – the use of
web"Copyright © 2020 for this paper by its authors. Use permitted under Creative
Commons License Attribution 4.0 International (CC BY 4.0).”
based survey tools (i.e., Qualtrics, SurveyMonkey, Google Forms, etc.) is increasingly
preferred.
      </p>
      <p>
        When psychological data are collected through ‘computer-based’ survey tools,
researchers usually use the digital versions of already existing ‘paper and pencil’
selfreport questionnaires [
        <xref ref-type="bibr" rid="ref12">13</xref>
        ]. However, despite the positive results supporting
‘computerbased’ assessment, the study of psychometric properties of the measures appears
necessary: ‘online’ research protocols do not often consider that an ‘online’ administered
self-report questionnaire may not be equivalent to its ‘paper-and-pencil’ form [
        <xref ref-type="bibr" rid="ref13">14</xref>
        ].
Indeed, the ‘computer-based’ format could affect the psychometric properties of
established self-report scales – such as factorial structure, the stability of the results, and
internal consistency.
      </p>
      <p>
        Considering this background, the present pilot study aimed to compare density
distribution and scale results of one of the most used questionnaires in clinical psychology:
the Achenbach Adult Self Report 18-59 (ASR) [
        <xref ref-type="bibr" rid="ref14 ref15">15-16</xref>
        ]. Indeed, according to the
Manual of ASEBA [
        <xref ref-type="bibr" rid="ref14">15</xref>
        ], the ASR should be completed with different assessment methods
such as ‘paper and pencil’, ‘online’, or through an interview. Moreover, although the
manual of ASEBA provides for the use of the online format, there are no Italian studies
that confirm the equivalent to its ‘paper and pencil’ use.
2
2.1
      </p>
    </sec>
    <sec id="sec-2">
      <title>Materials and Methods</title>
      <sec id="sec-2-1">
        <title>Participants and Procedure</title>
        <p>Forty Italian young adults were enrolled from the general population and were
randomly associated to one of two conditions. The first group (n = 20) completed first the
original paper-and-pencil protocol of the ASR, and the second group (n = 20) completed
a ‘computer-based’ version of the questionnaire. The two samples were matched for
age, sex, years of education, and income. Moreover, each participant referred no
previous diagnosis of psychological/psychiatric condition. Also, each participant was
screened for the actual presence of psychological/psychiatric and/or medical pathology.</p>
        <p>The final sample comprised 40 participants: 18 males (45%) and 22 females (55%)
aged from 20 to 31 years (mean = 25.08, SD = 3.533). More in detail, the sample of
participants who completed the ASR with ‘paper and pencil’ assessment (n = 20) was
composed of 9 males (45%) and 11 females (55%) aged from 20 to 30 years (mean =
25.10, SD = 3.611). The second sample of participants who completed the ASR with
an ‘online’ assessment (n = 20) was composed of 9 males (45%) and 11 females (55%)
aged from 20 to 31 years (mean = 25.05, SD = 3.546). Regarding the time spent to
complete the questionnaire, the minutes of the ‘computer-based’ format appears on
average lower than ‘paper and pencil’ format (‘paper and pencil’: mean = 13.27, SD =
3.114, range = 9-05-19.41; ‘computer-based’: mean = 7.02, SD = 1.496, range =
4.059.59).</p>
      </sec>
      <sec id="sec-2-2">
        <title>Measures</title>
        <p>
          Adult Self Report (ASR) 18-59. The ASR is part of the Achenbach System of
Empirically Based Assessment (ASEBA) – one of the most widely used assessment tools for
psychopathology [
          <xref ref-type="bibr" rid="ref14 ref15">15-16</xref>
          ], very popular among both clinicians and researchers [
          <xref ref-type="bibr" rid="ref16 ref17">17-18</xref>
          ].
The ASR is composed of 6 Syndromic scales that allow assessing Internalizing and
Externalizing problems. More in detail, ‘internalizing problem’ scales are (A)
Anxious/Depressed, (B) Withdrawn, and (C) Somatic Complaints. Also, ‘externalizing
problem’ scales are (D) Aggressive Behavior, (E) Rule-Breaking Behavior, and (F)
Intrusive. Besides, the independent scale of (G) Personal Strengths was used to assess the
adaptive functioning of the individuals.
        </p>
        <p>A normalized T score (weighted for sex and age) was assigned for the Syndromic
scale and to broadband scales. Recommended cut-off scores were used: ‘borderline
clinical attention’: 65 &lt; T-score &lt; 69; ‘significant clinical attention’: T-score ≥ 70.
2.3</p>
      </sec>
      <sec id="sec-2-3">
        <title>Data analysis</title>
        <p>
          Statistical analyses were performed with the ‘overlapping’ package [
          <xref ref-type="bibr" rid="ref18">19</xref>
          ] for R
software and with JASP software.
        </p>
        <p>
          The data analysis procedure was used. First, for each ASR scale, the overlapping
index (η) was calculated by overlapping the Kernel-Gaussian density distribution of
each sample. The η-index quantifies the similarity between groups – it ranges from 0
(= perfect separation) to 1 (= perfect overlap) – and it should be interpreted as an effect
size. Thus, it should not be used to assess the inference of hypotheses [
          <xref ref-type="bibr" rid="ref18">19</xref>
          ].
        </p>
        <p>
          Second, considering the small sample size of each group (n1 = n2 = 20), Bayesian
statistics were used. Bayesian correlations and Bayesian independent sample t-tests
were performed to assess (1) relationships between variables and (2) mean
comparisons, respectively. More in detail, the prior distribution was set to a zero-centered
Cauchy distribution with a default scale – γ (width parameter) – of 0.707: [δ ~ Cauchy(0,
0.707)] [
          <xref ref-type="bibr" rid="ref19">20</xref>
          ].
        </p>
        <p>
          Considering that the ASR can be used with different methods indiscriminately –
then larger evidence for the null hypothesis was expected (H0 = no difference between
assessing method). Evidence for the null hypothesis was observed by means of the
Bayes Factor (BF). According to the Jeffery’s scheme [
          <xref ref-type="bibr" rid="ref20">21</xref>
          ] BF01 values can be
considered as “anecdotal” (1 &lt; BF &lt; 3), “moderate” (3 &lt; BF &lt; 10), “strong” (10 &lt; BF &lt; 30),
“very strong” (30 &lt; BF &lt; 100), or “extreme” (BF &gt; 100) relative evidence for a
hypothesis (H0 or H1).
3
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Results</title>
      <p>As reported in Figure 1, the η-index suggests a moderate-to-large overlap between
‘paper and pencil’ and ‘online’ assessment method for all of the ASR scales. More in
detail, the ‘Anxious/Depressed’ scale showed an η-index of 0.843, the ‘Withdraw’ scale
showed an η-index of 0.601; the ‘Somatic Complaints’ scale showed an η-index of
0.724; the ‘Aggressive Behaviors’ scale showed an η-index of 0.784; the
‘Rule-Breaking Behavior’ scale showed an η-index of 0.656; the ‘Intrusive’ scale showed an
ηindex of 0.604; the ‘Internalizing problems’ scale showed an η-index of 0.782; the
‘Externalizing problems’ scale showed an η-index of 0.805; the ‘Personal Strengths’ scale
showed an η-index of 0.670.</p>
      <p>In Figure 2 were reported Bayesian correlations between scales in each sample.</p>
      <p>Finally, as reported in Table 1, the Bayesian independent sample t-test suggests a
greater evidence for the null hypothesis (H0) in most of the comparisons.</p>
    </sec>
    <sec id="sec-4">
      <title>Discussions</title>
      <p>
        In the last few decades, the research community has started using the ‘computer-based’
approach to gather data. Several studies have used ‘paper and pencil’ questionnaires
through ‘online’ forms. Nevertheless, only a few studies have investigated the
psychometric quality of data collected on a ‘computer-based’ approach [
        <xref ref-type="bibr" rid="ref21">22</xref>
        ].
      </p>
      <p>
        According to Alfonsson and colleagues [
        <xref ref-type="bibr" rid="ref13">14</xref>
        ], the ‘interformat’ reliability, that refers
to the equality between different delivery formats of the administration, could be
influenced by the characteristics of the formats [
        <xref ref-type="bibr" rid="ref12 ref22">13, 23</xref>
        ] and/or by the respondents’
perception of the formats (i.e., anonymity and security [
        <xref ref-type="bibr" rid="ref23">24</xref>
        ]). The scientific debate on the
possible bias in responses in the use of the ‘computer-based’ approach, the reliability,
validity, and the factorial structure of self-report questionnaires is still ongoing. Although
some studies showed that specific psychological questionnaires maintain the
psychometric characteristics [
        <xref ref-type="bibr" rid="ref24 ref25 ref26">25-27</xref>
        ], other studies showed several differences between the
‘paper and pencil’ administration and the ‘online’ ones [
        <xref ref-type="bibr" rid="ref27 ref28 ref29 ref30">28-31</xref>
        ]. Moreover, new
instruments are being developed and investigated for validity specifically for use ‘online’
[
        <xref ref-type="bibr" rid="ref31">32</xref>
        ], and recent reviews have been conducted to provide an overview of ‘online’
instruments to considering when choosing measures for assessing common mental health
problems ‘online’ [
        <xref ref-type="bibr" rid="ref13 ref32">14, 33</xref>
        ]. For example, in recent years, new methodologies of
assessment were developed – becoming very used in social and health sciences – such as the
Experience Sampling Methods (ESM; [
        <xref ref-type="bibr" rid="ref33">34</xref>
        ]) and Ecological Momentary Assessment
(EMA; [
        <xref ref-type="bibr" rid="ref34 ref35">35, 36</xref>
        ]). ESM and EMA use the collection of self-reports or indices of
behavior, cognition, or emotions in an individual's natural environment in real-time, through
electronic devices [
        <xref ref-type="bibr" rid="ref36 ref37">37-38</xref>
        ].
      </p>
      <p>
        Considering this background, the present pilot study aimed to compare the density
distribution and scale results of the ASR 18-59 questionnaire [
        <xref ref-type="bibr" rid="ref14">15</xref>
        ].
      </p>
      <p>The results show small-to-moderate evidence in favor of the null hypothesis (H0) in
most of the comparisons – no differences between the ‘paper and pencil’ and the
‘online’ assessment. These evidences suggest the possibility of using the
computerbased assessment – despite more accurate studies were needed.</p>
      <p>
        However, these results were consistent with other studies on anxiety and depression
[
        <xref ref-type="bibr" rid="ref25">26</xref>
        ] evaluated both on ‘paper and pencil’ and ‘online’ formats. Moreover, the time
spent to complete the questionnaire through ‘computer-based’ format appears on
average lower than ‘paper and pencil’ format. These results were consistent with other
studies that showed the amount of time that is saved compared to the traditional ‘paper and
pencil’ test [
        <xref ref-type="bibr" rid="ref38">39</xref>
        ].
      </p>
      <p>
        Overall, these results suggest that computer- based testing has some positive benefits
relative to paper- and- pencil measures. In this sense, the technology-based
interventions could be particularly useful for patients who struggle to turn to clinical services
in person, such as people with severe obesity and other eating disorder [
        <xref ref-type="bibr" rid="ref39 ref40 ref41 ref42">40-43</xref>
        ],
infective disease, and chronic progressively disabling disease [
        <xref ref-type="bibr" rid="ref43 ref44">44-45</xref>
        ], as well as several
related psychological issues [
        <xref ref-type="bibr" rid="ref45 ref46 ref47 ref48 ref49 ref50 ref51 ref52 ref53 ref54">46-55</xref>
        ]. Alongside this, the computer-based assessment has
a significant advantage over the possibility of access to young people that are often
vulnerable and far from circuits that can be reached [
        <xref ref-type="bibr" rid="ref55 ref56 ref57 ref58 ref59 ref60 ref61">56-62</xref>
        ]. Moreover, social media
with new sampling methodologies (i.e.: snowball sampling) [
        <xref ref-type="bibr" rid="ref10 ref11 ref8 ref9">1-3, 9-12</xref>
        ] allow
overcoming some common issues of psychological research (i.e.: small ‘sample size’).
      </p>
      <p>
        Although the results discussed showed small-to-moderate evidences in favor of the
expected hypothesis – indicating that the computer-based administration format can be
reliable and useful – the study has several limitations. First of all, despite Bayesian
analysis were used (advocated for studies with small samples [
        <xref ref-type="bibr" rid="ref62">63</xref>
        ]), the sample size was
small (n = 40; n1 = n2 = 20). In further studies, the number of participants should be
strongly increased. Moreover, the use of a larger and more representative sample allows
the use of more sophisticated and complete research designs. Second, the study takes
into consideration only the Syndromic scales of the ASR questionnaire. Third, the
participants completed the questionnaire through PCs: thus, the use of other devices, such
as mobile phones, tablets, has not been checked and tested.
      </p>
      <p>In conclusion, it should be highlighted that the present pilot study does not claim to
be considered as a validation study of the ‘online’ use of the ASR questionnaire – and
it does not provide any definitive evidence of the equivalence between ‘paper and
pencil’ and ‘online’ assessment. Indeed, this pilot study was meant only to show and focus
the attention of both the research and clinical community on the importance of testing
psychometric properties of questionnaires before their online use.</p>
    </sec>
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