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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Modeling Expert Knowledge in the Mediation Domain: A Middle-out Approach to Design ODR Ontologies</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Marta Poblet</string-name>
          <email>Marta.Poblet@uab.cat</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Núria Casellas</string-name>
          <email>Nuria.Casellas@uab.cat</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergi Torralba</string-name>
          <email>Sergi.Torralba@uab.cat</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Pompeu Casanovas</string-name>
          <email>Pompeu.Casanovas@uab.cat</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>ICREA Researcher at the Institute of Law and Technology</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute of Law and Technology, Universitat Autònoma de Barcelona, Facultat de Dret</institution>
          ,
          <addr-line>08193 Bellaterra</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In this paper we describe the steps taken to model expert knowledge within the mediation domain as the basis for the design of the Mediation Core Ontology (MCO), of which we also offer a first outline of its present stage of development. MCO is created from scratch by eliciting practical knowledge from mediation experts to identify the basic working concepts of the domain. MCO offers initial support towards knowledge acquisition and reasoning and, in later steps, will serve as a general basis for the development of different mediation domain and sub-domain ontologies to be used by the ONTOMEDIA mediation platform, currently also under development.</p>
      </abstract>
      <kwd-group>
        <kwd>Online Dispute Resolution (ODR)</kwd>
        <kwd>Alternative Dispute Resolution (ADR)</kwd>
        <kwd>online mediation</kwd>
        <kwd>ontologies</kwd>
        <kwd>knowledge acquisition</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>
        Online Dispute Resolution (ODR) is an umbrella domain that covers a full range of
processes (i.e. negotiation, early neutral evaluation, conciliation, mediation, and
arbitration) to handle disputes online. While it was sometimes viewed as the online
equivalent of ADR (Alternative Dispute Resolution) processes, there is a growing
consensus in specialized literature that considers ODR more than just the delivery of
alternative dispute resolution (ADR) services through the Internet, especially since
Katsh first suggested to give technology the role of a “four party” [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. In this line, the
emergence of a panoply of both new terminologies and typologies to systematize
current ODR practices proves that the domain is becoming a branch of dispute
resolution in its own right [
        <xref ref-type="bibr" rid="ref2 ref3 ref4 ref5">2, 3, 4, 5</xref>
        ].
      </p>
      <p>
        For fifteen years now, ODR processes have evolved with the development of the
Internet. As an example, ENSs (e-negotiation systems) deployed in the Web use
different Internet technologies to actively assist negotiators, facilitators, and mediators
[
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Yet, some experts have warned that ODR service providers may be lagging
behind the curve of recent developments in both Web 2.0 and Semantic Web [
        <xref ref-type="bibr" rid="ref7 ref8 ref9">7, 8, 9</xref>
        ].
The ONTOMEDIA project aims at filling this gap by designing an interactive,
webbased mediation platform to assist disputing parties and mediators in identifying
different options for the management and resolution of disputes in different domains.1
One of the objectives of ONTOMEDIA is to model expert knowledge on mediation as
a domain independent process that, in turn, may be able to encompass different
mediation sub-domains (i.e. commerce, family, health, workplace, environment, etc.).
The ONTOMEDIA platform will therefore assist users in considering different
options of mediation and guiding them throughout the online mediation process.
      </p>
      <p>In this paper we describe the methodological approach taken for modeling expert
knowledge on mediation processes, and outline the design of the Mediation Core
Ontology (MCO). MCO thus represents the common structure of mediation processes
and provides the platform with conceptual machine-processable knowledge regarding
mediation events. This is one of the first attempts to design an ontology that models
mediation processes within the dispute resolution field.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Mediation as a domain of knowledge</title>
      <p>
        A meta-analysis of the relational justice domain (the justice produced through
cooperative behavior, agreement, negotiation, or dialogue among actors in conflict or
post-conflict situations) reveals that there are at least thirty disciplinary areas
contributing to the development of the domain [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. It therefore comes as no surprise
if the mediation domain is populated with a full range of concepts, operational
definitions, and models [
        <xref ref-type="bibr" rid="ref11 ref12">11, 12</xref>
        ]. To quote a recent example, Alexander identifies up
to six models of mediation practice: settlement mediation, facilitative mediation,
transformative mediation, expert advisory mediation, wise counsel mediation, and
tradition-based mediation [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. In addition, as far as it provides a new procedural and
communicational framework for interaction, decision-making, and emotion
expression [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ] online mediation may substantially transform any of those models.
2.1
      </p>
      <sec id="sec-2-1">
        <title>Mediation as a process</title>
        <p>
          While bearing in mind the many possible ways in which mediation might be
defined and modeled, therefore, we have opted for an approach that emphasizes the
representation of the procedural aspects of mediation over the epistemological and
theoretical ones. This is not meant to be an entirely agnostic approach, since the focus
on procedures already implies epistemological and theoretical choices. Similarly, the
emphasis on procedural knowledge does not entail neglecting conceptual knowledge
on mediation. Rather, we intend MCO to be a shareable and reusable ontology so that
we needed to restrain these ontological commitments to a minimum [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ].
        </p>
        <p>Coherently, we propose to define mediation as a voluntary, non-binding process in
which a neutral third party, the mediator, assists the parties in reaching a settlement of
the dispute. This definition is consistent with the one proposed by the recent Directive
1 ONTOMEDIA: Platform of Web Services for Online Mediation, Spanish Ministry of</p>
        <p>Industry, Tourism and Commerce (Plan AVANZA I+D, TSI-020501-2008, 2008-2010).
2008/52/EC,2 and flexible enough to allow any number of disputing parties, roles, and
procedural stages of mediation.
2.1</p>
      </sec>
      <sec id="sec-2-2">
        <title>Ontologies, mediation and ODR</title>
        <p>
          To date, there is no working ontology dealing with the fundamental concepts of
mediation as a process. Certainly, there is precedent work on ontology design within
related domains, namely the e-commerce field [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ], task collaboration [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ],
negotiation [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ], and negotiation agents [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. There are also some ontologies that
model different conflict events [
          <xref ref-type="bibr" rid="ref19 ref20">19, 20</xref>
          ] but in these cases the emphasis is put on
terrorism and security issues rather than in conflict management.
        </p>
        <p>
          Finally, there are a number of ongoing research projects that are currently
developing ODR-related ontologies. The BEST project (BATNA Establishment using
Semantic Web Technology) aims to provide disputing parties with information about
their position in the negotiations before they seek professional assistance, and to assist
them in the dispute or get information about the legal possibilities to claim
compensations [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ]. The ALIS Project (Automated Legal Intelligent System)
combines game theory, computational logic, and legal reasoning to analyze the
compliance of parties’ requests in intellectual property disputes [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ]. The CEN
Workshop on Standardization of Online Dispute Resolution Tools has elaborated a
basic ontology of ODR processes [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ]. While BEST and ALIS are producing in fact
legal domain ontologies (covering damage disputes and intellectual property
respectively), the CEN ontology is domain-independent and, thus, the closest
precedent to our work [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ].
3
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Mediation Core Ontology development</title>
      <p>
        The initial stages of the ONTOMEDIA project have run in parallel with the
elaboration of the White Book on Mediation in Catalonia, a project coordinated by the
UAB Institute of Law and Technology [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ]. The main purpose of the White Book is
to provide Catalan lawmakers with in-depth research on the state-of-the-art mediation
theories and practices as the basis for future legislation and policies. The White Book
project has provided a unique opportunity to gather national and international leading
experts and practitioners in a number of work sessions and workshops on concepts,
methods, techniques and protocols of mediation.
      </p>
      <p>
        The expert knowledge and support offered by the participants and the outcomes of
the White Book project have been integrated in the methodological process for the
2 The Directive 2008/52/EC of the European Parliament and of the Council of 21 May 2008 on
certain aspects of mediation in civil and commercial matters defines mediation in article 3(a)
as “a structured process, however named or referred to, whereby two or more parties to a
dispute attempt by themselves, on a voluntary basis, to reach an agreement on the settlement
of their dispute with the assistance of a mediator. This process may be initiated by the parties
or suggested or ordered by a court or prescribed by the law of a Member State”.
development of MCO. These different methodological steps have followed already
established ontology development methodologies, such as METHONTOLOGY [
        <xref ref-type="bibr" rid="ref26">26</xref>
        ],
On-To-Knowledge (OTK) [
        <xref ref-type="bibr" rid="ref27">27</xref>
        ], HCOME [
        <xref ref-type="bibr" rid="ref28">28</xref>
        ] or UPON [
        <xref ref-type="bibr" rid="ref29">29</xref>
        ], which describe a
preparatory step (establishment of requirements), a development step (knowledge
acquisition, conceptualization and formalization), an evaluation stage and a (if
required) implementation step [
        <xref ref-type="bibr" rid="ref30">30</xref>
        ]. In the following sections, we will describe the
preparatory and development steps.
3.1
      </p>
      <sec id="sec-3-1">
        <title>Ontology requirements</title>
        <p>MCO will serve as a general basis for the development of the mediation domain
ontologies and sub-ontologies that will be used by the ONTOMEDIA platform.
Therefore, it is directed at knowledge reuse, although it may also offer initial support
towards knowledge acquisition and reasoning.</p>
        <p>The knowledge acquisition stage is mainly based on the elicitation of expert
knowledge. Nevertheless, existing upper ontologies (and legal core ontologies) are
taken into account for design purposes. This knowledge acquisition process is guided
by a list of questions establishing which knowledge ought to be included in the
ontology and what type of answers ought the ontology to be able to give.</p>
        <sec id="sec-3-1-1">
          <title>Purpose</title>
        </sec>
        <sec id="sec-3-1-2">
          <title>Methodological approach</title>
          <p>What types of mediation exist? What characterizes them?
Are there separate acts or situations within a mediation
process? Which documents or other information sources are
produced or used during a mediation process or stage?
Competency Which participants can take part in a specific type of
questions mediation process? Which restrictions on the mediation
process are caused by the topic of the mediation? What are
the limitations on agents regarding the roles they might take
in a mediation process?
sOotuhrecres 2ER0xe0lpe8ev/r5atn2et/lEicCitr,aeEtgiouCnlaRt(iWeocnohsmitemBaenondodkatpiloernogji9eslc8at/t)2i.o5n7 &amp;(2e0.g0.1/3D10ir)e. ctive
Statistic text analysis tools (JRef, Yoshikoder, AntConc, etc.)
Protégé v. 3.4.</p>
          <p>
            Conceptual knowledge contained in upper ontologies such as PROTON [
            <xref ref-type="bibr" rid="ref31">31</xref>
            ],
LKIF-Core [
            <xref ref-type="bibr" rid="ref32">32</xref>
            ], CLO (DOLCE) [
            <xref ref-type="bibr" rid="ref33">33</xref>
            ], has been taken into account as design
support.
3.2
          </p>
        </sec>
      </sec>
      <sec id="sec-3-2">
        <title>Knowledge acquisition</title>
        <p>From the knowledge acquisition perspective, the White Book outputs (early drafts,
workshop papers, literature reviews, etc.) are a first-hand input for ontology design in
ONTOMEDIA. We have analyzed these materials in consensus building sessions to
identify a common conceptual framework broader enough to support different models
and sub-domains of mediation. As a result, we elicited an initial taxonomy of
concepts and relations, guided by the established competency questions (ORSD).</p>
        <p>
          A second source of acquisition of knowledge has been drawn from ethnographic
fieldwork, since one member of the team has been participating in a multiparty
mediation process involving five mediators (this is work in progress). Participant
observation has produced informal interviews with mediators conducted either
individually or in group to elicit procedural knowledge used by domain experts in
their practice. The translation of ethnographic findings into manageable knowledge
leading to the design of ontologies relies on experience from related research projects
[
          <xref ref-type="bibr" rid="ref34 ref35">34, 35</xref>
          ]. In this case, ethnographic research also loosely follows the guidelines of the
EthnoModel, which are defined as a set of generic heuristics that “may be used both
by investigators to conduct ethnographic studies of work and by designers interested
in system design” (i.e. plans, procedures, and coordination) [
          <xref ref-type="bibr" rid="ref36">36</xref>
          ].
        </p>
        <p>
          We have complemented these previous inputs with an analysis of mediation
procedures as deployed by major mediation services (both online and off line service
providers). Again, we have benefitted here from synergies from the White Book
project, where we have developed a template to analyze which mediation stages and
related mediation forms are most usual among major service providers (up to 23 so
far), regardless of the mediation sub-domain involved [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ].
        </p>
        <p>Finally, relevant existing regulations within the European Union (e.g. Directive
2008/52/EC of the European Parliament and of the Council of 21 May 2008 on
certain aspects of mediation in civil and commercial matters) have been taken into
account as regards concept definitions and linguistic use of terms. For example,
extracted relevant terms in the mediation domain from European regulations are:
mediation, parties, dispute, agreement, process, mediator, information, resolution,
provider, etc.
4</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Mediation Core Ontology (MCO)</title>
      <p>The knowledge acquired in the previous phase (list of terms and conceptual schemas
regarding knowledge required for the competency questions) from the experts has
been further formalized in OWL-DL.3 The current version of the Mediation Core
Ontology has 62 concepts. The main objective of the formalization stage was to
model formally the main acquired concepts related to the mediation domain and to try
to establish the most important relations between them.</p>
      <p>Our approach has resulted in an initial taxonomic structure formed by the
following concepts:
•
•
•
•
•
•
•</p>
      <p>MediationAgent: Includes all possible agents (actors) in the mediation
domain.</p>
      <p>MediationInformationSource: All possible information sources,
including the forms that are created within the mediation process or
(such as, or
MediationForm AgreementToMediate,
NoticeOfTermination), and other sources of information that can
support the claims of the disputants.</p>
      <p>MediationTopic: all topics that configure the different types of
MediationProcess, for example, mediation regarding family issues,
consumer related complaints, environmental issues, school or labour
problems, etc. The mediation process, its agents and other related concepts
may require different properties according to the topic or the particular
problem underlying the process.</p>
      <p>MediationProcess: includes the different processes according to their
topic. Thus, it includes as subclasses: ConsumerMediation,
SchoolMediation, LabourMediation, etc.</p>
      <p>MediationProcessStage: identifiable stages of a mediation process.
MediationSession: identifiable situations taking part during the
mediation process involving the different roles.</p>
      <p>MediationRole: all the possible roles that participants may assume in a
mediation</p>
      <p>process (Disputant, Mediator, ServiceProvider,</p>
      <p>LegalRepresentative are some of its subclasses).
3 Protégé versión 3.4.</p>
      <p>Once this main hierarchy of concepts could be established, these concepts were
specified and the main relations existing between them, elicited from experts, were
also formalized. At the moment, 10 owl:objectProperty and 3
owl:dataTypeProperties have been included in the ontology.</p>
      <p>More complex relations and concept definitions have also been specified to allow
reasoning on the mediation domain, and facilitate its reuse by the OntoMedia
platform. For example, the ontology includes the specification of the idea that a
mediation process requires at least two disputants and one mediator.
5</p>
    </sec>
    <sec id="sec-5">
      <title>Conclusions and future work</title>
      <p>In this paper we have described the knowledge acquisition process and
conceptualization stages leading to the design of the Mediation Core Ontology
(MCO), of which we also offer a first outline. We intend MCO to represent a basic
and flexible conceptual structure of mediation processes with minimal ontological
commitments.</p>
      <p>Currently, the Mediation Core Ontology includes only the concepts related to the
core mediation domain, and may be of use towards knowledge acquisition and
reasoning tasks. Future work will include its modular extension to the different
mediation subdomains (i.e. labour mediation, family mediation, etc.) and will be
adapted for the use of the ONTOMEDIA platform.</p>
      <p>Moreover, the Mediation Core Ontology is currently under submission for
evaluation to an expert panel from the White Book project, and will be further tested
(and refined if necessary) with the instantiation of several currently available
mediation services.</p>
      <p>Once the ontology has undergone the evaluation and refinement processes it will
be made publicly available.</p>
      <p>Acknowledgments. The research presented in this paper has been developed within
the framework of two different projects: (i) ONTOMEDIA: Platform of Web Services
for Online Mediation, Spanish Ministry of Industry, Tourism and Commerce (Plan
AVANZA I+D, TSI-020501-2008, 2008-2010); (ii) ONTOMEDIA: Semantic Web,
Ontologies and ODR: Platform of Web Services for Online Mediation (2009-2011),
Spanish Ministry of Science and Innovation (CSO-2008-05536-SOCI).</p>
    </sec>
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