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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Designing for Health Exploratory Seeking Behaviour</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Patrick Cheong-Iao Pang</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Karin Verspoor</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Shanton Chang</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jon Pearce</string-name>
          <email>j.pearce@unimelb.edu.au</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Computing and Information Systems, The University of Melbourne</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Health and Biomedical Informatics Centre, The University of Melbourne Parkville</institution>
          ,
          <addr-line>Victoria 3010, Australia cipang, karin.verspoor, shanton.chang</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>NICTA Victoria</institution>
        </aff>
      </contrib-group>
      <fpage>5</fpage>
      <lpage>8</lpage>
      <abstract>
        <p>The Internet has become a popular source of health information. However, in-depth understanding of the information seeking behaviour of online health information is limited. We conducted an experiment to investigate the information needs and behaviours of health information seekers. This paper reports on a model of behavioural patterns drawn on the experimental results, and implications for designing a better user experience for the exploration of online health information.</p>
      </abstract>
      <kwd-group>
        <kwd>Exploratory search</kwd>
        <kwd>health</kwd>
        <kwd>information seeking</kwd>
        <kwd>human behaviour</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. INTRODUCTION</title>
      <p>
        The Internet provides a variety of choices for consumer health
information, from official health websites, private health service
providers, personal blogs, to discussion forums. Studies have
shown that lay-people look for health information online when
they encounter health problems [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ][
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. While we understand the
demands of accessing health information on the Internet, there are
few studies investigating the information needs and the
characterising information seeking behaviours of these seekers.
Our research aims to bridge this gap.
      </p>
      <p>
        Search engines are the de-facto primary method of finding
information on the web. This also applies to health seekers.
However, the user experience in the health context is often not
satisfactory due to a number of factors, including the nature of
health information, the level of knowledge possessed by the
seeker, and the skill of formulating search keywords [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ][
        <xref ref-type="bibr" rid="ref4">4</xref>
        ][
        <xref ref-type="bibr" rid="ref5">5</xref>
        ][
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
When dealing with unfamiliar and unknown problems, or
involving a task for which the goal remains unclear, the
information seeking processes tends become more exploratory
[
        <xref ref-type="bibr" rid="ref7">7</xref>
        ][
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. We argue that this exploratory search behaviour applies to
health information seekers as well. In contrast to executing a
search query and reading through the result, exploratory search
involves a series of cognitive learning and query reformulation
processes. A more complete picture of the knowledge domain is
being built in this process. The exploratory process also implies
the existence of both learning and investigative activities. Seekers
end up knowing more information than they expected at the
beginning. One of our goals is to design a system that better
supports such exploration, which traditional search engines are
not designed for.
      </p>
      <p>In order to understand more deeply the effects on human
behaviour of these health information needs, we ran interview
sessions and observation experiments with 20 participants. During
the observation, the participants displayed diverse behavioural
patterns. Summarised from these patterns, we propose a model to
describe the seeking behaviour in terms of research tactics and
reading engagement. The findings indicate there exists a lack of
features in both search engines and health websites to support
health information seeking, which is essentially an exploratory
search. We plan to build an experimental health website to
address these problems in the next phase of our research.</p>
    </sec>
    <sec id="sec-2">
      <title>2. LITERATURE REVIEW</title>
      <p>In this section we draw on the literature to explain what we mean
by the three phrases: online health information seeking, health
information needs and exploratory search. These concepts are
guiding the direction of this research.
2.1</p>
    </sec>
    <sec id="sec-3">
      <title>Online Health Information Seeking</title>
      <p>
        Health information seeking on the Internet is different from other
types of searches in many ways. Lay-people usually have only
limited knowledge in the medical domain [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], or face difficulties
in utilising technical or medical language for searching [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ][
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. On
the other hand, dealing with health issues is stressful and
uncertain and very likely to demonstrate a different information
need [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ].
      </p>
      <p>
        A study showed 72% of U.S. Internet users have tried to access
health information online [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. Seekers look for a broad range of
health information, which includes disease information, causes
and treatments, diet information, health lifestyles, etc.
[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ][
        <xref ref-type="bibr" rid="ref2">2</xref>
        ][
        <xref ref-type="bibr" rid="ref9">9</xref>
        ][
        <xref ref-type="bibr" rid="ref12">12</xref>
        ][
        <xref ref-type="bibr" rid="ref13">13</xref>
        ][
        <xref ref-type="bibr" rid="ref14">14</xref>
        ][
        <xref ref-type="bibr" rid="ref15">15</xref>
        ], and in various stages of a health
problem [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ][
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. The diverse types of health information
demanded reflect differences in information needs which result in
different seeking behaviour.
      </p>
    </sec>
    <sec id="sec-4">
      <title>2.2 Health Information Needs</title>
      <p>
        Information needs arise when people realise their existing
knowledge is inadequate to satisfy their goal. Finding information
is an attempt to bridge a knowledge gap. A knowledge gap
appears whenever people perceive there is not enough information
in their minds and as a result they will start searching for
information to fill the blanks [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. This process is also known as a
sense-making process [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ].
      </p>
      <p>
        Alzougool et al. investigated different information needs in the
health context [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ][
        <xref ref-type="bibr" rid="ref19">19</xref>
        ]. They propose that health information
needs can be further classified into recognised and unrecognised
needs. Cartright et al. [
        <xref ref-type="bibr" rid="ref20">20</xref>
        ] argued that health information seeking
can be split into two partitions – evidence-based and
hypothesisdirected. Through analysing queries in search engine sessions,
they clustered the foci of searches in terms of causes, symptoms,
remedies, or combinations of any of these. This could be useful to
predict the information needs of exploratory health seekers.
      </p>
    </sec>
    <sec id="sec-5">
      <title>2.3 Exploratory Search</title>
      <p>
        Exploratory search involves learning and investigation in addition
to lookup efforts, where the seeker interacts with information
systems to retrieve a wider range of information [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. Exploratory
search can be found when the individual tries to address
unfamiliar or unknown problems [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ], as may be the case for
health-related concerns. White and Roth add that people who are
unfamiliar with the domain of their goals, or unsure about the
ways to achieve their goals, or even unsure about their goals, will
engage in exploratory search [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
    </sec>
    <sec id="sec-6">
      <title>3. RESEARCH METHOD</title>
      <p>Previous research about health information seeking behaviours
does not capture well the actual patterns of the interactions among
search engines and health websites. The aim of this experiment
was to form an in-depth understanding of information needs and
the patterns of related information seeking behaviours. We
arranged sessions with individual participants in which we
interviewed them about their experiences on health information
seeking, and then gave them two tasks to carry out. We recorded
the interviews and screen activities for further analysis.
The study was carried out from October to December of 2013.
Posters were presented in various locations across the university
for recruiting participants. E-mail invitations were sent out to
encourage participation. Participants were also allowed to invite
potential participants to our study through their connections.
Recruitment continued until data saturation was achieved. This
experiment was voluntary and no incentive was given to
participants for the study.</p>
      <p>Each study lasted about an hour and consisted of three sections:
the first section was a semi-structured interview about their past
experiences of finding health information on the web; participants
were then given a computer to find online health information for
two pre-defined tasks in the second part; the last section included
another semi-structured interview to help researchers further
understand how participants performed the tasks. We did not
restrict the participants to use a specific website or instruct them
to use a search engine. To avoid bias, we cleared the home page
and all browsing history in the browser prior to each session. All
interview content and screen activities were recorded.
The search tasks represented two different styles of common
health scenarios. In one scenario, participants were asked to find
information on how to care for a diabetic family member; in the
other, participants were tasked with identifying information to
append to a Wikipedia page on urination problems and their
symptoms. The first scenario was designed with the aim of
observing seeking behaviours for explicit recognised needs,
whereas the second targeted for unrecognised needs with a more
vague description of a health problem.</p>
      <p>
        Interviews were transcribed and reduced to a number of codes
iteratively [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. Content that was relevant to health information
seeking behaviours were organised into themes. Themes were
derived with a thematic analysis approach [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ]. Screen recordings
were reviewed manually. A navigation graph was built for each
participant to describe the web activity patterns in each session.
      </p>
    </sec>
    <sec id="sec-7">
      <title>4. RESULTS</title>
      <p>In total 20 participants completed our lab experiment (11 male; 9
female). In terms of identity, they comprised 8 students, 9
university staff and 3 external participants. The age distribution is
listed in Table 1.</p>
    </sec>
    <sec id="sec-8">
      <title>4.1 Motivation for Exploratory Search</title>
      <p>One of the themes emerging from the interviews regarded the
motivation for exploratory search. Not every search about health
topics is an instance of exploratory search, however, we have
observed that both recognised and unrecognised information
needs motivated people to perform exploratory search in our study.
Firstly, searches triggered by recognised needs are found to be
more exploratory. For example, participants with health problems
or those diagnosed with a certain illness. The need is also
demanding if the issue is related to people’s loved ones. They had
a clearer mind about what information is helpful for the scenario,
and possessed explicit information needs on aspects such as
treatments and remedies. In this case, the recognised need mainly
has the purpose of helping to understand the complete picture of
the situation or getting more options for facing the health problem.
The seeker is persistent in trying different ways to discover and
read information as well.</p>
      <p>Unrecognised needs were observed to stimulate exploratory
search as well. People do not have a clear target, and therefore
tend to approach different sources to make sense of the
information – this is illustrative of exploratory behaviour during
the search. Examples include people passively encountering
contradictory messages, suspecting the validity of the information,
or simply feeling curious about certain information. They seek
additional sources without knowing what exactly is needed nor
why it is needed. They usually become more open minded to the
information obtained but are still cautious about it to avoid wrong
information.</p>
    </sec>
    <sec id="sec-9">
      <title>4.2 Behavioural Patterns</title>
      <p>Participants were requested to perform two search tasks in our lab
study sessions. For each task, we manually constructed a
navigation graph to describe the pattern of the interaction among
search engines, individual web pages and clicks on hyperlinks. 36
graphs were generated while 4 tasks not completed by participants
due to time constraints on these lab sessions. From these graphs
we identified four common patterns (Figure 1). During the search
process of each task, the overall patterns of the individual’s
activities may contain one or more these common patterns shown
in the figure.</p>
      <p>Figure 1(c) presents not much reading but more query
reformulations. The seeker in this case relies on the search engine
to explore new information. Most of the time, he/she tries to skim
through the search results and picks up only web pages that are
relevant to the information need. Meanwhile the seeker will adjust
the query keywords with the information read and submit a new
query, if the overall search result is not satisfactory. The query
reformulation particularly occurs when the user cannot discover
new useful information with visible means (e.g. links) and feels
the information in the website is exhausted.</p>
      <p>Seekers in Figure 1(d) use hyperlinks to discover new information.
They choose a small number of good websites (usually large and
reputable) for examination. In these well-designed health websites,
connections among pages are well-defined and hyperlinks are
placed in a useful manner. Seekers can trace the related
information through levels of hyperlinks easily and do not need to
query the search engine as often as in other scenarios.</p>
    </sec>
    <sec id="sec-10">
      <title>4.3 Model of Behavioural Outcome</title>
      <p>From the perspective of enhancing user experience and suggesting
design implications, conceptualising the information seeking
behaviour is crucial. Drawn on the patterns in the previous section,
we build up a model to abstract the behaviour outcome of online
health information seeking behaviour (Figure 2).</p>
      <p>s
c
i
t
c
a
T
h
c
r
a
e
s
e
R</p>
      <sec id="sec-10-1">
        <title>Extensive</title>
      </sec>
      <sec id="sec-10-2">
        <title>Basic</title>
      </sec>
      <sec id="sec-10-3">
        <title>Extensive Research Low Reading</title>
      </sec>
      <sec id="sec-10-4">
        <title>Basic Research Low Reading</title>
        <p>Low</p>
      </sec>
      <sec id="sec-10-5">
        <title>Extensive Research High Reading</title>
      </sec>
      <sec id="sec-10-6">
        <title>Basic Research High Reading</title>
      </sec>
      <sec id="sec-10-7">
        <title>High</title>
      </sec>
      <sec id="sec-10-8">
        <title>Reading Engagement</title>
        <p>This matrix presents a combination of seeker’s research tactics
and reading engagement. Research tactics represent the eagerness
and motivation for finding out in-depth information. For more
exploratory seekers, a wider range of information is needed, and
thus the extensive tactics represent a greater effort to locate, filter,
learn and discover other information within the current knowledge
domain. Whereas less research effort will be put for the basic
tactics, which often appear when looking for surfaced,
easy-toobtain and easy-to-read information.</p>
        <p>Reading engagement measures the duration of reading and the
intention of absorbing the information. Skimming and reading just
the page summary fall into the group of low engagement while
pursuing and digesting the information is considered as high
engagement.</p>
      </sec>
    </sec>
    <sec id="sec-11">
      <title>4.4 Guidelines for Design</title>
      <p>Drawn on the abovementioned findings, we propose two areas of
improvements for enhancing the user experience of exploratory
health information seekers. These are (1) assisting the discovery
of new information, and (2) adapting to users’ reading needs.
The discovery of information within a website is important. In
general, health websites collect many articles but we have noticed
that seekers are not always able to reach all of them. This implies
a problem of either users not knowing what they want, or that they
cannot effectively use a search engine to explore. As seen in
Figure 2, seekers with the basic research tactics stay within a
single website rather than utilising a search engine for to look
other sites. In this regard, a system that understands their
information needs and recommends relevant information for
further reading is preferable.</p>
      <p>Figure 2 identifies a spectrum of reading engagement, suggesting
that a health website needs to adjust to both low and high reading
levels. In low engagement behaviour, users prefer to skim and
quickly read through the articles to determine the usefulness
before committing to a longer reading. In this case, an abstract or
summary could be provided for their convenience. On the other
hand, users with high reading engagement may prefer a design
emphasising readability, such as font size, line spacing, section
navigation, etc.</p>
      <p>Extensive research seekers (the upper row in Figure 2) generally
do not have major problems in finding the information.
Corresponding to Figure 1 (c) and (d), they illustrate patterns of
putting efforts to discover, locate and filter needed information.
They also spend most of the time to judge the relevance of the
materials, and seek alternatives if the information is not relevant.
Both of the two design implications would be beneficial to this
type of seekers.</p>
    </sec>
    <sec id="sec-12">
      <title>5. CONCLUSION</title>
      <p>This paper reports on a lab experiment with the aim to understand
online health information seeking behaviour. From this study, we
have identified that a variety of information needs that drive
exploratory search, and a diversity in behavioural patterns. We
have proposed a simple model using two factors, research tactics
and reading engagement, that is useful for reflecting on user
behaviour and starting to think about how we can design systems
to provide better support for exploratory behaviours. These
findings sight the directions we could work on to improve the user
experience of health information seekers.</p>
      <p>We will focus on designing a better environment for exploratory
search in the health context. The next phase of this research is to
build a testing health website with the goal on assisting the
discovery of new information and enhancing reading engagement.
A larger scale of user study will be launched to gather feedback
and evaluate the new design elements in this new website.</p>
    </sec>
    <sec id="sec-13">
      <title>6. ACKNOWLEDGEMENT</title>
      <p>Patrick Pang is supported by the Australian Federal and Victoria
State Governments and the Australian Research Council through
the ICT Centre of Excellence program, National ICT Australia
(NICTA).</p>
    </sec>
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