SClinico: Usability Study
João Pavão
1
, Rute Bastardo
2
, Marta Covêlo
2
, Luís Torres Pereira
1
, Paula Oliveira
3
, Catarina Pedrosa
2
,
Ana Silva
2
, Victor Costa
4
, Ana Isabel Martins
5
, Alexandra Queirós
6
and Nelson Pacheco Rocha
5
1
INESC-TEC, Science and Technology School, University of Trás-os-Montes and Alto Douro, Quinta de Prado,
5001-801 Vila Real, Portugal
2
Science and Technology School, University of Trás-os-Montes and Alto Douro, Quinta de Prado,
5001-801 Vila Real, Portugal
3
CITAB, Science and Technology School, University of Trás-os-Montes and Alto Douro, Quinta de Prado,
5001-801 Vila Real, Portugal
4
Centro Hospitalar of Trás-os-Montes e Alto Douro, Avenida da Noruega, 5000-508 Vila Real, Portugal
5
IEETA, Department of Medical Sciences, University of Aveiro, Campo Universitário de Santiago,
3810-193 Aveiro, Portugal
6
IEETA, Health Sciences School, University of Aveiro, Campo Universitário de Santiago, 3810-193 Aveiro, Portugal
Keywords: Usability, Electronic Health Record, Sclinico.
Abstract: The use of electronic health records (EHR) to support clinical practices is widespread worldwide, due to the
need to optimize health care delivery. Therefore, the usability assessment of EHR systems is crucial. The
objective of this study was to perform a qualitative and quantitative assessment of the usability of SClinico,
the most used EHR system within the Portuguese National Health Service. This observational study to assess
SClinico usability took place in several clinical services of the Centro Hospitalar de Trás-os-Montes e Alto
Douro. The results show that SClinico has some usability issues that influence the clinical practice and,
therefore, need to be improved.
1 INTRODUCTION
In 1998, the International Organization for
Standardization (ISO) defined usability as being the
“extent to which a product can be used by specified
users to achieve specified goals with effectiveness,
efficiency, and satisfaction in a specified context of
use” (International Organization for Standardization,
1998).
The present paper reports an observational study
to assess the usability of SClinico, the most used
electronic health records (EHR) system within the
Portuguese National Health Service. This study was
performed in several clinical services of the Centro
Hospitalar de Trás-os-Montes e Alto Douro (Trás-os-
Montes and Alto Douro Hospital Centre), known as
CHTMAD, composed by three hospitals of the
Portuguese Serviço Nacional de Saúde (National
Health Service).
In addition to this introductory section, the paper
comprises five more sections: Related Work,
Methods, Results, Discussion, and Conclusion.
2 RELATED WORK
An EHR, in its simplest form, consists of an
electronic file containing clinical information about
the individuals and can help to personalize care,
prevent medical errors, promote the consistency of
care, support the referral of the care receivers to the
correct services, control costs or support clinical
research. In terms of health care delivery, EHR
systems represent a benefit to both the patient and
organizations, since they enable secure, accessible
and efficient clinical information reporting and
retrieving and, therefore, contribute to the quality of
the health care delivery.
EHR systems allow the clinical report, as well as
the access, exchange and share of the required clinical
information (Rouleau et al., 2015). Therefore, EHR
systems support highly collaborative and demanding
48
Pavão, J., Bastardo, R., Covêlo, M., Pereira, L., Oliveira, P., Pedrosa, C., Silva, A., Costa, V., Martins, A., Queirós, A. and Rocha, N.
SClinico: Usability Study.
DOI: 10.5220/0006545300480056
In Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - Volume 5: HEALTHINF, pages 48-56
ISBN: 978-989-758-281-3
Copyright © 2018 by SCITEPRESS Science and Technology Publications, Lda. All rights reserved
processes, involving large number of clinicians with
distinct profiles (e.g. physicians, nurses or therapists),
social workers, managers and administrative
personnel (Marin, 2010; Mair et al., 2012).
Adequate and efficient mechanisms must be made
available to allow the visualization of the required
information to prevent and treat the disease,
whenever and wherever required (Zahabi et al.,
2015). In fact, the use of clinical information is often
carried out in different contexts, such as, for example,
an emergency service of any hospital, where the rapid
access to comprehensive patient’s clinical
information is essential. The adaptability of health
care applications to different situations might
influence the way the clinical information is reported
and retrieved, which, necessarily, has impact on the
health care delivery.
According to Zahabi and colleagues (Zahabi et al.,
2015), some of the problems with the implementation
of EHR systems may be related to the usability of the
respective user interfaces, such as poor readability,
poor alarm identification or insufficient feedback on
the actions being taken. Considering that EHR
systems are fundamental tools for the health care
delivery, it is therefore important to assess their
usability (Bhutkar et al., 2013).
Internationally there are many usability studies of
EHR systems, targeting different clinical domains
(American Medical Association, 2014; Feng, Chang,
2015; Villa, Cabezas, 2014; Choi et al., 2015; Czaja
et al., 2015; Clarke et al., 2014). There are also efforts
to standardize the usability assessment methods
attempting to find a common ground, which is
fundamental to perform comparative studies
(Johnson et al., 2011; Zhang and Walji, 2014).
According to Saitwal and colleagues (Saitwal et
al., 2010), some EHR systems do not have user-
friendly interfaces, as they often do not take in
consideration the user centric development. The
referred authors (Saitwal et al., 2010) applied a
cognitive analysis method to assess the usability of
EHR systems, which made possible the identification
of issues that could be improved, namely the
reduction of the number of steps to perform certain
tasks, together with the minimization of the cognitive
effort required to execute them (Marquié et al., 2015).
Edward and colleagues (Edwards et al., 2008)
argue that the usability of EHR systems is crucial to
ensure safety and to enable clinicians to focus more
on patients and less on technology. These authors
used a heuristic assessment method to identify points
of possible usability improvements of an EHR system
supporting a paediatrics service. The results of this
usability assessment allowed immediate
improvements in the EHR system configuration and
training materials.
Since there is a worldwide trend to consider
usability as one of the important factors of the
implementation of EHR systems, the American
Medical Informatics Association (AMIA) created a
working group to propose relevant recommendations
(Middleton et al., 2013). Moreover, the National
Institute of Standards and Technology (NIST)
describes a set of procedures for design evaluation
and user performance testing of EHR systems by
defining an EHR usability protocol (EUP) (Lowry et
al., 2012). The purpose of this protocol is to provide
methods to measure and validate user performance
prior to deployment and it comprises a three-step
process: application analysis, user interface expert
review, and user interface validation testing (Lowry
et al., 2012).
Thus, since there is no solid evidence on the
usability assessment of SClinico, the most used EHR
system within the Portuguese National Health
Service, and given the growing interest of the
international community in the usability of EHR
systems, the authors considered important to assess
the usability of SClinico (Pavão et al., 2016).
3 METHODS
3.1 SClinico
In the Portuguese public hospitals, clinical records
have been carried out in electronic format since 1988,
using a common information system, the Sistema
Integrado de Informação Hospitalar (Integrated
Hospital Information System) also known as
SONHO, and two specific health care applications for
physicians and nurses, respectively the Sistema de
Apoio ao Médico (Medical Support Service), known
as SAM, and the Sistema de Apoio à Prática de
Enfermagem (Nursing Practice Support System),
known as SAPE. These two applications were used
until 2013. In 2014, the application known as
SClinico replaced the previous two, by integrating in
a single application the medical and nurse profiles.
According to the organization responsible for the
development of SClinico, the Serviços Partilhados do
Ministério da Saúde (Shared Services of the Ministry
of Health), known as SPMS, SClinico is present in
more than 50 public hospitals, as well as in more than
300 primary care centres (Serviços Partilhados do
Ministério da Saúde, 2017a; 2017b).
The SClinico is part of the strategy defined by the
Portuguese Ministry of Health to introduce
SClinico: Usability Study
49
information technologies in the Portuguese National
Health Service. SClinico was born from the vast
experience with two previous applications used by
thousands of clinicians of the Portuguese National
Health Service: the SAM and SAPE applications,
which have evolved to be a single application for all
clinicians and focused on the patient (Serviços
Partilhados do Ministério da Saúde, 2017a; 2017b).
With SClinico, the Portuguese Ministry of Health
foresees the provision of a standardized tool for
reporting and retrieving clinical information to
promote the homogenization of procedures at
national level (Serviços Partilhados do Ministério da
Saúde, 2017a; 2017b). This might contribute to the
efficacy and efficiency of health care delivery,
allowing the clinicians to perform better their role in
multidisciplinary teams and to provide better support,
assistance and follow-up to their patients (Serviços
Partilhados do Ministério da Saúde, 2017a; 2017b).
The SClinico has two versions, SClinico Hospital
and SClinico Primary Health Care. The first, SClinico
Hospital, has more than sixty thousand registered
clinicians. In turn, more than thirteen thousand
clinicians are using the SClinico Primary Health Care
(Serviços Partilhados do Ministério da Saúde, 2017a;
2017b). Particularly, in this study the SClinico
version that was assessed was the SClinico Hospital
version.
3.2 Usability Assessment
The usability of an application, decisive when dealing
with health care application, is influenced by the
efficiency and efficacy of the respective user
interface, as well as the required cognitive effort and
overall user’s satisfaction (Nielsen, 1993). It is
expected that the focus of clinicians will be the
patients and, in this sense, the more intuitive user
interface the more it will contribute to adequate and
proficient care.
A user interface with adequate usability allows
the reduction of memorization efforts, tasks
fulfilment duration and errors, as well as the
promotion of its user’s satisfaction. As Nielsen
(Nielsen, 1993) points out, these characteristics
influence the acceptability of a system by their users.
Usability assessment is an important part of the
overall design of the user interfaces, which consists
of interactive prototyping, design and validation
cycles (Ivory and Hearst, 2001). Usability assessment
must be understood in a comprehensive way in the
context of a given project and cannot be done without
connection to the intended functions of the system.
There is a wide range of tools and methods to
identify and assess system’s usability and to
contribute, directly or indirectly, to its improvements
(Martins et al., 2013; Martins et al., 2014). In
particular, user-centred development methods ensure
that real systems can be used by real people to
perform their tasks in the real world (Bevan, n.d.).
3.3 Objectives of the Study
The primary objective of the observational study
reported in this paper was to assess the usability of the
SClinico, particularly the SClinico Hospital version,
as well as the level of satisfaction of its users. As a
secondary objective, it was intended to identify, in
terms of usability, improvements that should be
implemented.
3.4 Research Plan
Data collection was performed in several clinical
services of CHTMAD.
The protocol of the observational study
comprised two stages. In each of them, a specific
usability assessment method was used: in the first
stage, a qualitative assessment was carried out; while
in the second stage, a quantitative assessment was
performed using a validated usability assessment
scale.
The first stage of SClinico’s assessment took
place few weeks after it has being introduced in the
clinical services of CHTMAD (i.e. May and June
2014). In turn, the second step was performed
eighteen months after the first assessment, when all
potential users were already familiar with SClinico.
The qualitative assessment for the first stage was
performed by a specially prepared questionnaire
(Covêlo, 2015). In turn, the second stage consisted in
a quantitative self-reported assessment of the
SClinico usability (user opinion) using the Post-Study
System Usability Questionnaire (PSSUQ) (Lewis,
2002). Specifically, after using SClinico the
clinicians were invited to participate in the study and
to complete the PSSUQ.
3.5 Instruments
The development of the questionnaire used on the
qualitative assessment was based on a literature
research related to relevant questions that should be
considered when assessing the usability of EHR
systems (Covêlo, 2015; Pavão et al., 2016). It is
composed of two sections, the first one dealing with
demographic aspects and the second with the
HEALTHINF 2018 - 11th International Conference on Health Informatics
50
interaction with SClinico. This second section has 45
questions, and if a particular inquired clinician was
allocated to the emergency service, he/she would
have to answer four more questions. Most of the
questions are closed answer questions, being seven of
them open answer questions aimed to detail some of
the closed answer questions.
The questions that constitute the second section
were grouped in the following classes, accordingly to
the recommendations of other studies (Covêlo, 2015):
System performance (10 questions).
Clarity of information (12 questions).
Quality of the graphical interface (12
questions).
Adequacy of the system's functions to the
tasks performed (11 generic questions plus
four questions specifically related to the
emergency service).
In turn, the PSSUQ, used for the quantitative
usability assessment, was developed by International
Business Machines (IBM) and consists of 19 items
rated on a 7-point scale (from ‘strongly agree’ - 1, to
‘strongly disagree’ - 7) (Lewis, 2002). The PSSUQ
addresses five usability characteristics of a system:
rapid completion of the task; ease of learning; high
quality documentation; online information; and
functional adequacy (Lewis, 2002).
According to the authors of the original version,
the score of the PSSUQ can be specified by three sub-
scores, system utility (SysUse), information quality
(InfoQual), and interface quality (IntQual), that can
be obtained as follows (Lewis, 2002):
The mean value related to the system utility
(SysUse) - items 1 to 8;
The mean value related to the quality of
information (InfoQual) - items 9 to 15;
The mean value related to the quality of the
interface (IntQual) - items 16 to 18.
The final score of PSSUQ is the average of the
scores of its items. If a participant fails to respond to
an item or classify it as N/A (not applicable), then that
item should be scored with the average score of the
remaining items. Finally, higher scores indicate lower
usability and vice-versa.
The PSSUQ was translated and adapted from the
cultural and linguistic point of view to the European
Portuguese (Rosa et al., 2015). This instrument was
completed by the participants considering their
opinions about the interaction with SClinico.
3.6 Sample Selection
All physicians and nurses of CHTMAD using
SClinico in their clinical practice were eligible to
participate if they previously gave a written informed
consent accepting to participate in the study, whereby
the available population covered by the questionnaire
was composed of 1253 elements, out of which 426
were physicians and 827 were nurses. As the SClinico
interface is different for physicians and nurses, the
data analysis was performed separately.
3.7 Regulatory, Ethical and Data
Protection Aspects
To address the ethical issues, a request of approval
was directed to the administration and ethical
committee of the CHTMAD.
Additionally, all the involved subjects received
all the information regarding the study and their
participation before completing the informed consent.
This study considered all ethical principles
underlying the Helsinki Declaration (World Medical
Association, 2013), the Good Epidemiological
Practice Guidelines (International Epidemiological
Association, 2007), and the applicable legislation and
regulations.
All necessary steps were taken to protect the
participant's privacy and all relevant guidelines on
data privacy were followed: information that may
allow the identification of participants was not stored
in the study database; participants were identified in
all study documents by a unique identification
number; and the only document linking the
identification number to personal information (e.g.
names, addresses or telephone numbers) was stored
in a safe that could only be accessed by the principal
investigator. Moreover, professional secrecy was
mandatory for all investigators involved in
conducting the study and doing reports. The
investigators were told not to disclose personal
information, obtained by having access to research
data, to someone outside the research team. In
accordance with Good Epidemiological Practice
(International Epidemiological Association, 2007),
all study investigators agreed to respect the legislation
and regulations applicable to data processing
resulting from research on humans. The principal
investigator was in charge to ensure that all team
members were aware of these rules.
SClinico: Usability Study
51
4 RESULTS
4.1 Results of the Qualitative
Assessment
The qualitative assessment involved a convenience
sample of 22 physicians and 47 nurses from the
following clinical services of CHTMAD: medicine,
surgery, intensive care, oncology, gastroenterology,
paediatrics and emergency (Pavão et al., 2016).
The age of the participants varied between 26 and
58 years. Considering the physicians group, the
participant’s age varied between 26 and 58 years,
while in the nurses group, the participant’s age varied
between 27 and 55 years. The mean age was 43 years
(SD = 11.8) for the physicians group and 38 years (SD
= 8.3) for the nurses group. Most participants were
female in both groups, being 75% female and 25%
male.
Regarding the number of years with clinical
experience, 15% of the clinicians had 5 or less years,
32% from 5 to 15 years, 34% from 16 to 25 years and
19% from 26 to 35 years of clinical experience.
Figure 1: Percentage of answers to the question: do you
consider the SClinico appropriate tool to report and retrieve
clinical information?
Concerning the opinion of the participants about
SClinico as a clinical information reporting and
retrieving tool (Figure 1), only 44% of physicians
think it is an appropriate system, while 17% did not
respond. Regarding the nurses group, 59% of the
participants answered positively when questioned
whether SClinico is an appropriate EHR system, with
only 13% who did not respond.
Regarding the assessment of whether SClinico
facilitates the clinical practice (Figure 2), 22% of the
physicians answered negatively and 35% did not
respond, while 23% of the nurses answered
negatively and 11% did not respond. The main
concern, in the case of physicians, is related to the
organization of information that seems to be
inadequate to the needs of these clinicians. In the case
of the nurses, the ambiguity of some information
fields together with the low contrast of the colours
selected for the user interface (e.g. in the initial menu,
the design of the icons is ambiguous with colours
difficult to differentiate) do not facilitated the user
interaction.
When questioned about whether the graphic
environment is favourable after consecutive working
hours (Figure 3), most physicians were satisfied
(52%), while 31% of the physicians were dissatisfied.
There is a great difference of opinion on this issue
among physicians and nurses, since 66% of the nurses
were dissatisfied, with only 34% satisfied.
Figure 2: Percentage of answers to the question: do you
consider that SClinico facilitates your clinical practice?
Figure 3: Percentage of answers to the question: do you
consider that the SClinico's graphical environment
facilitates your clinical practice, after hours of consecutive
work?
Regarding the clinicians allocated to the
emergency service, specifically when it is required to
rapidly access to a comprehensive perspective of the
clinical history of the patient (Figure 4), most of the
HEALTHINF 2018 - 11th International Conference on Health Informatics
52
participants believe SClinico is not adequate, since
57% of physicians and 53% of nurses answered
accordingly.
Most clinicians think that it is very important, or
even decisive, to have a direct access to relevant
patient information in cases of urgency, to speed up
and facilitate the evaluation of the clinical history of
the patients. Nevertheless, the participants have
expressed disappointment with SClinico in this
regard.
The main reason given is related to the slowness
of the system, and it is unclear whether this is due to
issues related to the communication network of the
CHTMAD or related to usability issues of SClinico
(e.g. the need for a large number of tasks using the
pointing device or a deficient organization of the
information).
One of the most desired features for all clinicians
is the ability to view patient’s information in a
comprehensive way to cover the entire clinical
situation in a glance. This form of visualization would
allow a rapid assessment and correlation of different
clinical aspects of a patient. This question was asked
in the questionnaire and 100% of the participants of
both groups considered important the existence of this
type of function.
Figure 4: Percentage of responses to the question: in urgent
cases, do you consider SClinico adequate for the clinical
evaluation of the patient?
4.2 Results of Quantitative Assessment
For the quantitative assessment using the PSSUQ, the
sample consisted of 33 physicians and 21 nurses of all
the clinical services of one of the three hospitals that
constitute the CHTMAD: the Hospital of Lamego.
Regarding the physicians group, the average age
was 39 years (SD = 11,5). The maximum age was 66
years and the minimum age was 25 years. In terms of
gender, 48% where males and 52% were females.
The average score of PSSUQ for all physicians
was 4,10 out of 7,00 (SD = 1,35), which indicates a
medium low degree of usability and satisfaction.
The results of the sub-scales associated with
PSSUQ were:
System Utility (SysUse): average of the
responses from items 1 to 8 = 3,75 (SD =
1,48).
Quality of information (InfoQual): average of
the responses from items 9 to 15 = 4,47 (SD =
1,47).
Interface Quality (IntQual): average of the
responses from items 16 to 18 = 4,00 (SD =
1,60).
In a more detailed analysis, the questions that
obtained better results were ‘I felt comfortable using
this system’ (3,20 out of 7,00) and ‘it was easy to
learn to use this system’ (3,30 out of 7,00). Both
questions are related to the System Utility (SysUse)
sub-scale.
The questions that obtained worse results were
‘the system gave error messages that clearly told me
how to fix problems’ (5,20 out of 7,00) and
‘whenever I made a mistake using the system, I could
recover easily and quickly’ (5,03 out of 7,00). Both
questions are part of the quality of information
(InfoQual) sub-scale related to the ability to recover
from errors and the availability of support when
recovering from errors.
Regarding the nurses group, the average age was
46 years (SD = 9,3). The maximum age was 57 years
and the minimum age was 24 years. Considering the
gender, 33% were male and 67% were female.
The average score of PSSUQ for all nurses was
4,83 out of 7,00 (SD = 1,21), which indicates a low
degree of usability and satisfaction.
The results of the sub-scales associated with
PSSUQ were:
System Utility (SysUse): average of the
responses from items 1 to 8 = 4,83 (SD =
1,38).
Quality of information (InfoQual): average of
the responses from items 9 to 15 = 4,84 (SD =
1,40).
Interface Quality (IntQual): average of the
responses from items 16 to 18 = 4,67 (SD =
1,32).
In a more detailed analysis, the questions that
obtained better results were ‘I felt comfortable using
this system’ (4,38 out of 7,00) and ‘the interface of
this system was pleasant’ (4,43 out of 7,00).
SClinico: Usability Study
53
The questions that obtained worse results were
‘overall, I am satisfied with this system’ (5,38 out of
7,00) and ‘I believe I could become productive
quickly using this system’ (5,33 out of 7,00).
5 DISCUSSION
The analysis of the qualitative assessment results
identifies several usability problems that need to be
considered in more detail. One of these problems has
to do with the cognitive load. According to Zahavi
and colleagues (Zahabi et al., 2015) information
overload appears when the ability to perceive and
understand is exceeded by the amount of information
presented by a user interface, to the point of
facilitating information processing errors.
Moreover, an issue that all participants consider
important, known and discussed in the area of
information visualization (Hansen et al., 2011), was
related to the user interface adaptability and
flexibility to allow a comprehensive visualization of
a patient's clinical information. Particularly, most
participants allocated to the emergency service
answered that it is difficult, in the context of
emergency services, the rapid access to the clinical
history of the patients, which they considered a
fundamental requirement.
The quantitative results corroborate the
discontent of the SClinico users patent in the
qualitative analysis.
The physicians group considered that SClinico
has low usability. The sub-scale that presented the
best values refers to the utility of the system (SysUse)
and the one that presented worse values is the one that
refers to the quality of the information (InfoQual).
This seems to indicate that there is a recognition of
the utility of SClinico, however the clinicians were
unsatisfied with the mode the information is
presented and the general usability of the system.
The nurses group classified the usability of
SClinico even lower than the physicians group. One
of the reasons that may explain this result is the fact
that nurses spend more time reporting and retrieving
clinical information using SClinico than physicians.
This fact may justify a greater frustration of the nurses
group in terms of the SClinico usability. The overall
functioning of the system and the ability to use it
productively were the most critical aspects for the
nurses group.
For both groups of participants, the best-
performing score of PSSUQ was the system utility
(SysUse), which suggests that clinicians consider that
a system such as SClinico benefits their clinical
practice. The second was the quality of interface
(IntQual) and lastly the score of the information
quality (InfoQual).
The values of InfoQual sub-scale (i.e. 4,47 for
physicians and 4,84 for nurses) seem to suggest that
the usability problems of SClinico are reflected in the
perception that clinicians have of the information
quality that SClinico provides. This must be deeply
studied since the quality of the health care delivery
relies on the quality of the information.
6 CONCLUSIONS
In terms of study limitation, the small sample size
stands out. However, this is not significant, since the
size of the sample does not preclude some
conclusions from being drawn from the results, in
particular as regards the need to improve the usability
of the SClinico.
The results of the usability assessment
questionnaire shows that the use of SClinico would
clearly benefit from alternative forms of information
visualization, as well as a better organization of the
interfaces.
Moreover, the results of the application of the
PSSUQ, which was applied 18 months after the
introduction of SClinico (i.e. at a time when clinicians
were already accustomed to its use) point clearly to
usability problems: a general score of 4,10 (SD =
1,35) for physicians and of 4,83 (SD = 1,21) for
nurses clearly indicates low degree of usability and
satisfaction.
Given the widespread use of SClinico in the
Portuguese National Health Service, the less positive
points pointed out by the clinicians should be
considered. Therefore, further developments are
required to improve SClinico, namely in terms of
visualization of the information and organization of
the interfaces. These developments are required to
facilitate a comprehensive visualization of the
relevant information, as well as to facilitate
correlations of possible past situations with the
current episode. Furthermore, an improved version of
the graphical design, too flat with poor colour
contrast, should also be considered.
Therefore, based on the study reported in this
paper, the authors are preparing a set of suggestions
that may improve the usability of SClinico and are
planning to evaluate these suggestions in another
observational study to be conducted in the
CHTMAD.
HEALTHINF 2018 - 11th International Conference on Health Informatics
54
ACKNOWLEDGMENTS
The authors thank the administration board of
CHTMAD for all the support provided, as well as all
the clinicians of this hospital centre who have
accepted to participate in the study reported in this
paper.
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