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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Does Information Quality Matter?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Pieter J Toussaint</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Line Melby</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ragnhild Hellesø</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Berit J Brattheim</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Institute of Circulation and Medical Imaging, NTNU</institution>
          ,
          <addr-line>Trondheim</addr-line>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute of Computer and Information Science</institution>
          ,
          <addr-line>NTNU Trondheim</addr-line>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Institute of Health and Society, University of Oslo</institution>
          ,
          <addr-line>Oslo</addr-line>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Sintef Technology and Society</institution>
          ,
          <addr-line>Trondheim</addr-line>
          ,
          <country country="NO">Norway</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2017</year>
      </pub-date>
      <fpage>20</fpage>
      <lpage>27</lpage>
      <abstract>
        <p>Information quality has been proposed as one of the determining factors for perceived information system success. Fehrenbacher and Helfert have studied contextual factors of information system use (e.g. different user types, types of business activities supported, etc.) that influence the perceived importance and the trade-offs of information quality criteria. In this paper, we will use their framework in a discussion of the findings from a study we conducted on the implementation of an electronic messaging system (emessaging) in Norwegian health care aimed at supporting collaboration between different health-care actors. The system has a high perceived success even though the information quality of the message content offers room for improvement according to health-care personnel using the system.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>An evaluation of the use of an electronic messaging system has been presented, which
aims at improving the collaboration between hospitals and community care [1, 2]. The
overall outcome of the qualitative evaluation is that, in the eyes of the users: ‘The
introduction of e-messaging in Norwegian health care can be considered a success
story in that it has led to more efficient, higher-quality and safer patient transitions’[1].
The evaluation study does not address information quality systematically, although
some challenges with respect to this in the evaluated implementation are reported [1].
These challenges relate to missing or incomplete information (e.g. an updated
medication list) and too little standardised message content (e.g. the discharge report),
indicating that at least information quality is not perceived as optimal.</p>
      <p>Information quality is proposed as one of the independent variables that
determines information system success [3]. Especially in the case of electronic
messaging systems, this seems very reasonable. A messaging system that exchanges
messages with a questionable information quality cannot be expected to be a success.</p>
      <p>In this paper, we will address the question of the information quality of the
messaging system in a more systematic way, by discussing its relation to the systems’
success. The paper is structured as follows. In the next section will we introduce the
concept of information quality. In the following section, we will briefly describe our
case and the research method applied. After that, the results are presented, followed
by a discussion of our findings.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Background</title>
      <p>Information quality is a multi-model concept and many researchers have proposed
different characteristics that identify it [4]. Research has furthermore demonstrated that
information quality is a subjective feature, which can be referred to as: ‘...data or
information that is fit for use’ [5]. As demonstrated, this assessment is influenced by
contextual factors such as: the role of the person assessing information quality; the
activity in which the information is used; the organisational context in which the
information is used (which department or organisational unit); and available resources
(for example time) [5].</p>
      <p>In this paper, will we use characteristics previously proposed [5], as this list was
derived from reviewing a large number of information quality frameworks. The
characteristics included are listed in Table 1 below (the descriptions are adapted from
[6], p.7).</p>
      <p>Description
The information is error free
Information is easily accessible by
authorised users, in the right format
Information contains all the
relevant facts
Information is available when needed
Information can be trusted
Information cannot be accessed by
unauthorised users
The same information is represented
in the same way
Information is to the point
Fehrenbacher and Helfert showed, based on an extensive survey, that these
characteristics are weighted based on the context. Therefore, there seems to be a
trade-off between them. For example, they found that the characteristic Timely is
weighted as being much more important than Consistent Representation by people
involved in primary activities than by people involved in support activities [5]. As
another example, IT people valued the characteristic Conciseness as more important
than Completeness, whereas non-IT people had the opposite assessment [5].</p>
      <p>Therefore, information quality is a multi-modal, subjective assessment, where
contextual factors determine how the characteristics contribute to the overall outcome.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Methods and Materials</title>
      <p>E-messaging system: The figure below, which is taken from [1], illustrates the
exchange of messages supported by the system that we studied.
E-messaging has been introduced nationwide in Norwegian health care. The
development and implementation of the e-messaging system was initiated by national
health-care authorities [7] to improve information exchange and communication
between community health-care services, GPs and hospitals. The implementation of
the e-messaging system followed the acknowledgement that communication and
information exchange between the providers was predominantly done orally, either via
telephone or in face-to-face meetings, as well as via fax or postal letters. This meant
that the communication of important patient information could be slow and fragmented
and that health-care workers found it difficult to contact one another. As a result,
insufficient understanding of patients’ needs could arise, jeopardising the quality of
care [8, 9]. The e-messaging system was consequently introduced to ‘secure seamless
patient trajectories across the health and care sector through electronic all-to-all
communication’ [7 p.6].</p>
      <p>The e-messaging system was developed as a module that could be integrated with
the various electronic patient record (EPR) systems in use in Norway, among which
there are substantial variations. Community health-care services throughout the
country use three EPR systems, while hospitals use two EPR systems. Because these
systems are not integrated, information cannot be exchanged automatically between
them. However, the e-messaging system enables users to exchange some of the
information stored in the EPRs. When composing a message, a user can retrieve some
of the content of the message directly from an EPR; thus, it is not necessary to re-type
information. Furthermore, information contained in a received message can be stored
in an EPR. This integration of the e-messaging system with various EPR systems
facilitates the implementation of the legal requirement that patient information must be
exchanged when necessary[10].</p>
      <p>Health-care setting: One large university hospital and three adjacent municipal
homecare units were used as the setting for this study. The hospital and one of the
municipalities were strategically selected because they had the longest experience with
e-messaging. The other two municipalities were randomly selected. As for the
information infrastructure, the e-messaging solution is integrated into the providers’
EPR systems. The staff started to use the e-message system progressively during the
period 2011–2013.</p>
      <p>Study design: Semi-structured interviews were conducted with 41 health-care
personnel with a focus on their experiences with e-messaging during patient
transitions between hospital and municipal-based home care services.
Data material: The data collection took place between February and November
2014. The inclusion criterion was that informants must have worked for a minimum
of six months to gain a certain level of experience with e-messaging. Staff were
handed written information about the study and recruited by their managers. All
authors, except Toussaint, participated in the data collection.</p>
      <p>The informants were either interviewed individually or together in groups of two,
three or four. Nurses constituted the largest group of informants whereas a few others
were key personnel either working with e-messaging in care situations or involved
with implementation and support of e-message systems. The interview guide focused
on three main issues related to the e-messaging system: its efficiency; its influence on
the quality of care; and its consequences for patient safety. The interviews lasted 30–
60 minutes and were audio-recorded and later transcribed verbatim by student
assistants. Once transcribed, data were coded by hand to identify themes and patterns
of themes. More in-depth descriptions of the analysis have been reported elsewhere [1].
Ethical issues: Approval was granted by the Norwegian Social Science Data Services.
Written informed consent was obtained from all the participants.
4</p>
    </sec>
    <sec id="sec-4">
      <title>Results</title>
      <p>Several positive effects of the introduction of the e-messaging system have been
reported [1], which can be related to some of the information quality characteristics
listed in Table 1. First, information on a patient’s illness history is more easily
available for those who need it and there is less need to spend time in phone cues
searching for information. This indicates that Accessibility is improved. Furthermore,
it is noted that in a new situation, information on a patients’ health status is provided
to the hospital unsolicited through sending an admission report by community care.
Before the introduction of the e-messaging system, hospital nurses had to call
community care nurses to obtain this information. This indicates a positive effect on
Timeliness.</p>
      <p>However, the interview data also shows negative effects on some of the
information quality characteristics. Let us look at the interview excerpt below, taken
from an interview with a community care nurse, when talking about the admission
report message:</p>
      <p>You can attach the note written in our EPR system [Gerica] If it states the reason
why a patient is admitted, then you can just use that instead of writing your own. You
can write your own, if you want, that is your own choice (...) there, the hospital can see
how big the need for help is based on the ADL [Activities of Daily Living]. If it is
updated. That is a little challenge in the middle of all this. There was a big focus on
that when we started but now it has moved a bit to the back. The ADL is not in focus
but is rather important. (SH 12/2 community care nurse)</p>
      <p>So, the reason for admission can be taken from the EPR used in the community
care setting, but it is unclear whether it has been properly updated. It can also be filled
out by the nurse. Two characteristics are in play here. Firstly, can Credibility be
questioned, when it is unclear what the source of the ADL is. Secondly, it could be
error prone, when taken from the EPR if it has not been updated properly.</p>
      <p>In the next interview excerpt, the focus is on the patient health information
message and is taken from an interview with a hospital nurse:</p>
      <p>Community care likes to have more concise information: what is the background?
What are our assessments? What do we think? What are the plans? It is very important
that these are included in the patient health information (...) So I think that we and
community care can be better at being concise, being more informative in the
messages. (...) I see some of the patient health information messages coming from here
that are terrible. They only state the planned discharge date and that is not very
informative for community care. (AP 04, hospital nurse)
In this excerpt, it is clear that Conciseness and Completeness are at stake. Message
content – at least in the case of the patient health information messages – happens to
be little to the point and/or incomplete.</p>
      <p>The last interview excerpt is taken from an interview with two community nurses,
discussing discharge messages received from the hospital:</p>
      <p>Nurse A: I have seen some discharge reports that were not very good. Some in
which almost nothing was stated. Some can be empty, while in others there is very little
about how we should follow up [the patients] based on what is done in the hospital.</p>
      <p>Nurse B: It doesn't say what they have concluded. It just says what they have done:
"He has got liquid and did the examinations". There is no conclusion based on the
whole stay. Often. (NH 21/2, community care nurse)</p>
      <p>Here, there are three characteristics at stake. Firstly, there is Completeness. As
noted, many discharge reports are a little uninformative. Next, there is the issue of
Conciseness. As noted by the second nurse, the information provided is not all to the
point, while the critical information – a conclusion – is missing. Finally, the
characteristic Consistent Representation is in focus here. It is stated that the discharge
report is far from standardised, in both form and content.</p>
      <p>The table below summarises the findings we presented, where a '+' indicates a
positive effect and a '−' a negative effect.</p>
      <p>Effect
−
+
−
−
−
−</p>
    </sec>
    <sec id="sec-5">
      <title>Discussion and Conclusion</title>
      <p>A more systematic investigation of information quality in the e-messaging system
made clear that from a user’s perspective a number of characteristics comprising
information quality, can be discussed. Not less than five out of seven of the
characteristics are assessed as less than optimal. If information quality is a determining
independent variable for perceived information systems’ success, it is difficult to
explain the success of the e-messaging system given the problematic state of its
information quality.</p>
      <p>Firstly, we must note that the assessment of the different information quality
characteristics by the informants was a more moderated way to problematise some of
the aspects of information quality than a strict categorisation into 'good' and 'bad'
quality. Therefore, even though problems in relation to for example Completeness
were identified, the data do not warrant the conclusion that information exchanged
was useless due to a lack of Completeness. Our study design does not enable us to
distinguish between 'good enough to be useful' and 'not good enough to be useful'.</p>
      <p>Secondly, the systems’ success could also be partly explained by the simple fact
that it replaced a work practice that was so inefficient and ineffective that anything
was better than the old way of doing it.</p>
      <p>However, our results could also point in a direction previously proposed [5]. The
context in which the system is applied leads to a trade-off between the characteristics.
In the context of collaboration and coordination of work between hospitals and
community care when transferring patients, the characteristics of Accessibility and
Timeliness are more important than having optimal Completeness or Conciseness.
This might be related to the time constrained nature of this type of work. It is most
important to have the information that the patient will be transferred to the hospital or
back home as soon as possible, as that drives the planning logistics on both sides of
the collaboration. Having available complete and concise information on the patient's
status is needed, but not critical to drive the logistics.</p>
      <p>For further research, it would be interesting to see if and how these less than
optimal characteristics are prioritised among themselves. Is Credibility for example
more or less important than Completeness in this context? Such insights could inform
the further development of the e-messaging system and help in making decisions
about which parts to improve first. Furthermore, it would be interesting to see how
these prioritisations change when another context is considered? If the e-messaging
system would be used to support the referral process, for example, would we see the
same prioritisations or not?
Acknowledgements We thank the health professionals involved in the interviews for
sharing their experiences with us. This research was funded by the Research Council
of Norway, grant number 229623/H10 and is part of the evaluation of the
Coordination Reform.</p>
    </sec>
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