<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Taking a constructional turn to radically enrich a top- level ontology's foundation: A case history</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Chris Partridge</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Andrew Mitchell</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergio de Cesare</string-name>
          <email>s.decesare@westminster.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Andreas Cola</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Mesbah</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Justin Price</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alexander Hierl</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>BORO Solutions Limited</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>United Kingdom</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Telicent Limited</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>United Kingdom</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>OntoLedgy Limited</string-name>
          <email>khanm@ontoledgy.io</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>United Kingdom</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Shell Deutschland GmbH</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Germany</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>University of Westminster</institution>
          ,
          <country country="UK">United Kingdom</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>We aim to establish, in practice, that there is at least one role for constructionalism in applied ontology by giving the case history of an early example where the foundations of a top-level ontology are constructionally refactored. What we have called 'taking the constructional turn'. The example is the BORO foundational ontology which has, over the last decade, been taking this turn. The paper starts by providing a case history of the turn: a chronological profile of the constructional turn and the radical enrichment it delivered. It then speculates on what the practical benefits are - providing an economic justification for the turn. To get traction, this speculation looks at a wider context, the evolution of computing. It argues that there is evolutionary evidence that the turn shapes the form of data to help enable the levels of data fidelity required for the interoperability of computer systems.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;BORO Foundation ontology</kwd>
        <kwd>constructionalism</kwd>
        <kwd>constructional turn</kwd>
        <kwd>information evolution</kwd>
        <kwd>cultural evolution</kwd>
        <kwd>Lamarckian variation</kwd>
        <kwd>top-level ontologies</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>FOUST VIII has encouraged papers on what roles constructionalism could play in applied
ontology. Asking what it means, in practice, to have a constructional ontology and, crucially,
what practical advantages adopting such an approach brings. In applied ontology,
constructionalism is an emerging practice, with few examples. There is, as far as we know,
currently only one top-level constructional ontology, the BORO Foundational Ontology. This
has, over the last decade, shifted toward a constructional foundation – what we have called here
the ‘constructional turn’. This shift introduces radical changes that have reinforced rather than
altered the basic form of the ontology – yielding substantial benefits.</p>
      <p>The first two sections provide a background context. In the third section, we take advantage
of having the BORO Foundational Ontology as an example to come up with a pragmatic,
empirical picture of the practice of this ‘turn’. This naturally leads us to adopt a case history
approach, where we illustrate the turn using historical, publicly available documents.</p>
      <p>Within this case history approach, we have reported on the benefits identified in the
documents. However, these tend towards formal – rather than practical – benefits. So, in the
fourth section of the paper, we suggest what the practical benefits are – providing an economic
justification for the turn. To get traction, we look at a wider context, the evolution of computing.
Within this context, we argue that there is evolutionary evidence that the levels of data fidelity
required for computer systems interoperability will rely upon the formal improvements that
top-level ontologies in general, and constructional top-level ontologies in particular, provide.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Background</title>
      <p>To provide context for the main sections, we start with two background sub-sections. The first
provides an overview of constructionalism. The second gives a context for BORO’s
transformation by providing a sketch of BORO prior to its shift to constructionalism.</p>
      <sec id="sec-2-1">
        <title>2.1. Background – Constructionalism</title>
        <p>Contructionalism is not new. It has a longish history in philosophy in the twentieth century,
which we outline in this section. Many philosophical and logical views in the 20th century have
a constructional flavor or are outright examples of constructional approaches to ontology.
Wellknown examples include:
•
•
•
•
•
•</p>
        <sec id="sec-2-1-1">
          <title>Carnap 1928, Der Logische Aufbau der Welt [1]</title>
          <p>
            Goodman and Quine 1947, Steps Toward a Constructive Nominalism [
            <xref ref-type="bibr" rid="ref2">2</xref>
            ]
Goodman 1956, A World of Individuals [
            <xref ref-type="bibr" rid="ref3">3</xref>
            ]
Goodman 1958, On Relations that Generate [
            <xref ref-type="bibr" rid="ref4">4</xref>
            ]
Gödel 1964, What is Cantor's Continuum Problem [
            <xref ref-type="bibr" rid="ref5">5</xref>
            ]
          </p>
          <p>
            Boolos 1971, The iterative conception of set [
            <xref ref-type="bibr" rid="ref6">6</xref>
            ]
          </p>
          <p>
            In [
            <xref ref-type="bibr" rid="ref6">6</xref>
            ], Boolos neatly exemplifies the generative power of the set constructor by generating
the whole set hierarchy from nothing.
          </p>
          <p>More recently, in the late 20th and early 21st century, new ideas by Kit Fine have given a fresh
impetus to constructional ontology. These can be found in his papers, including:
•
•
•
•</p>
        </sec>
        <sec id="sec-2-1-2">
          <title>Fine 1991, The Study of Ontology [7] Fine 2002, The Limits of Abstraction [8] Fine 2005, Our Knowledge of Mathematical Objects [9] Fine 2010, Towards a Theory of Part [10]</title>
          <p>
            Jonathon Lowe (in The Oxford Companion to Philosophy) defined an ontology as “the set of
things whose existence is acknowledged by a particular theory or system of thought.” Fine [
            <xref ref-type="bibr" rid="ref7">7</xref>
            ]
gives us a new framework for defining ontologies. One where, instead of having to define in
advance Lowe’s set of things in the ontology, one can define an initial collection of things – the
givens – and a collection of constructors. Then, the entire ontology unfolds from repeated
constructions – one could say the constructors, in some sense, enact the ontological
commitments.
          </p>
          <p>
            Fine [
            <xref ref-type="bibr" rid="ref10">10</xref>
            ] provides a seminal example of a constructional system for his unified theory of
parts, which includes constructors for mereology and set theory. These are re-used in the BORO
Foundational Ontology. He sees this as “a convincing demonstration of the power and beauty
of the method”.
          </p>
          <p>
            The generative approach is parsimonious in the sense that the definition of the content of
the whole ontology is reduced to the givens and constructors – and the generation process. This
is a different sense of parsimony from that normally associated with Ockham’s razor, one that
is captured by Schaffer [
            <xref ref-type="bibr" rid="ref11">11</xref>
            ]. Schaffer introduces a distinction between fundamental and derived
objects and upgrades Occam’s Razor to “do not multiply fundamental objects without
necessity”, where the derived objects ‘cost’ less in the ontological accounting.
          </p>
        </sec>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Background – BORO</title>
        <p>We give here a brief overview firstly of BORO and its foundational ontology and then of its
preconstructional foundation. Over time, under different pressures, the names of the foundational
components have changed. For ease of understanding in this paper, we will stick to the latest
names: individuals, sets, and tuples.</p>
        <p>
          BORO (an acronym for ‘Business Object Reference Ontology’) is one of the earliest top-level
information system ontologies. Its development and deployment started in the late 1980s. This
early work is described in Partridge’s Business Objects [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ]. BORO’s focus was and is on
enterprise modelling; more specifically, it aims to provide the tools to salvage the semantics
from a range of enterprise systems building a single ontology with a common foundation in a
consistent and coherent manner.
        </p>
        <p>BORO was originally developed to address a particular need for a solid legacy re-engineering
process. This naturally led to the development of both a top-level ontology (the BORO
Foundational Ontology) and a closely intertwined methodology for re-engineering existing
information systems (currently named bCLEARer) to align with the ontology. Hence, the term
BORO on its own can refer to either of, or both, the ontology and the mining methodology.</p>
        <p>Its two components are used to systematically unearth reusable and generalized business
patterns from existing data. Most of these patterns have been developed for the enterprise
context and have been successfully applied in commercial projects within the financial, defense,
and energy industries.</p>
        <p>
          BORO’s foundational ontology is grounded in philosophy and has clear meta-ontological
choices [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ] following paths well-established in twentieth-century philosophy. These choices
include perdurantism, extensionalism, and possible worlds [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ]. The choices are categorized
and compared with other top-level ontologies in Partridge’s A Survey of Top-Level Ontologies
[
          <xref ref-type="bibr" rid="ref15">15</xref>
          ] and West [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ].
        </p>
        <p>
          This grounding choice means BORO adopts a closer integration with philosophy than other
ontologies in the information systems domain, such as for example, Bunge-Wand-Weber [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ]
and the Resource Event Agent Enterprise Ontology [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. Also, unlike them, it emerged from
and was developed in commercial projects rather than in academia.
        </p>
        <p>
          The broad form of the original BORO Foundational Ontology can be seen as embodied by its
three main types of objects. These are individuals, sets and tuples. The foundation was built
with a clear understanding of the dependence of sets and tuples upon their components (and
how this linked to their identity criteria). It was clear that sets had a set theoretic criterion of
identity and that individuals were related by a part-whole relation that conformed to General
Extensional Mereology (GEM) (this is noted in the survey [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ] mentioned above).
        </p>
        <p>
          In addition, there was an initial understanding that the relations associated with the main
types of objects had some similarities. Partridge [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ] noted the similar mereological form of the
part-whole and sub-super-set relations and described the similar patterns these two relations
gave rise to [12 Ch. 10] (also pointed out by Lewis in Parts of classes [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]). However, there was
no evidence of the close unification between these exposed by the later shift to
constructionalism.
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Case history approach</title>
      <p>As this is an early, if not the first, instance of this kind of constructional ‘turn’ for a top-level
ontology, we expect this case history to help the community explore the nature of the change.
Of course, as this is a single case, one should be careful when generalizing to other uses. In
particular, our example of top-level ontology has extensional foundations. This may simplify
constructional approaches, so there is work to be done to show, for example, whether the shift
will work the same way on a top-level ontology with intensional foundations – particularly
whether the grounding will work in such a natural way.</p>
      <p>We use as the source data for the case history a series of eight papers the BORO community
published (listed in the table above). We regard these papers as (broadly) evidence illustrating
how constructionalism came to play a role in BORO’s top-level ontology. These have the
advantage of being reasonably fixed and objective, in the sense that a single unchanging version
is publicly available (we include URLs in the bibliography so they can be easily accessed). The
papers typically share many common authors, so, for simplicity, in this case history we shall
not distinguish between individual authors and instead talk of BORO (aka the BORO
community) as the author.</p>
      <p>
        As Table 1 shows, the reports fall into three broad periods. We look at each of these three
periods in their own sub-sections below.
3.1. 2014-16 – establish
BORO’s interest in constructionalism was triggered by a chance meeting between Kit Fine and
Chris Partridge at the FOIS 2014 (Rio de Janeiro) Conference. They discussed BORO’s use of
David Lewis’ Parts of classes [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ] and Fine suggested that his approach, especially Towards a
Theory of Part [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], might provide a better answer. BORO started investigating this almost
immediately.
      </p>
      <p>
        BORO reasonably quickly developed a constructional architecture for its pre-existing
ontology. Given BORO’s extensional choice, Fine’s work Towards a Theory of Part [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], on the
sum and set constructors to handle mereology and set theory, provided clear guidelines. This
emerging BORO architecture is briefly described in BORO as a Foundation to Enterprise Ontology
[
        <xref ref-type="bibr" rid="ref20">20</xref>
        ]. It talks of Fine’s [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] providing “a kind of ontogenesis narrative for the objects in the
ontology”. It describes the BORO “grounding (ontogenesis) narrative starting with a single
element, the pluriverse of all possible worlds (a position Schaffer’s Monism: The Priority of the
Whole [
        <xref ref-type="bibr" rid="ref27">27</xref>
        ] calls ‘priority monism’) – this is in Fine’s parlance the single given. It introduces
“the generative operation of decomposition that divides an element into all its parts”, noting
that “[i]f we apply this to the pluriverse we then have all the elements. This operation exhausts
all elements as the pluriverse and its parts are all the elements.” In [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] Fine discusses both the
use of the pluriverse and decomposition.
      </p>
      <p>
        In [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ] BORO describes constructors for generating sets and tuples (at this stage named
‘power type-builder’ and ‘tuple-builder’). It notes that “BORO’s re-engineering methodology is
rooted in the philosophical notion of grounding” and that BORO has a “bottom-up, grounded
approach” … “[g]rounded in that the building of types and tuples is always grounded in
particulars”. This suggests BORO started out with an outlook that is congenial to
constructionalism.
      </p>
      <p>
        Even at this early stage (2016), the two features of the basic constructional architecture noted
in the later (2022) Core Constructional Ontology [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ], are plainly visible: it is foundational and it
has a high degree of unification.
      </p>
      <p>Three characteristics enable the architecture to play its foundational role. The first is its
categorical completeness. That is, the architecture provides the three basic categories of objects
for the top-level ontology: sets, individuals, and tuples, together with their associated
hierarchical relations (element-set, sub-super-set, part-whole, and tuple-place). The second
characteristic is object completeness. That is, the ontology generates all the base objects needed
by the top-level ontology. This could be likened to an ‘object factory’ which supplies all the
base objects that might be needed in any domain. The third characteristic is that the basic
categories provide objects in the ontology with appropriate identity criteria. These are broadly
extensional, based on the type of constructor and its input. For example, two sets are identical
if and only if they are constructed from the same objects. Similarly, two individuals are identical
if and only if they have the same parts and two tuples if they have the same places in the same
order.</p>
      <p>The architecture is unified in the following ways. First, it gives a common development of
three key domains: sets, individuals, and tuples. Ontologies that involve sets and sum usually
adopt set theory and mereology as separate theories, without an integrated development. We
provide a unified treatment of individuals, sets, and tuples as sui generis objects. So, these three
target domains arise in similar ways through construction. Second, there is a common basis for
identity criteria, which are crucial for the foundational role discussed above. Identity criteria
for the objects of the basic types are extensional, with differences arising from the way the
objects are constructed. Third, the approach offers uniform ways of capturing key
commonalities and differences among objects of the basic types. Such commonalities and
differences are captured by features of the underlying constructors.</p>
      <p>This basic constructional architecture offers several benefits, four of which we now
highlight.</p>
      <p>Categorical transparency: where categorical differences are just no more than
constructional differences. In constructional approaches, different kinds of objects can
be distinguished from one another by the way they are constructed. So categorical
differences are explained by constructional differences. Hence, the three constructors
lead to three categories.</p>
      <p>Dependency: some objects are built from others and hence “depend on” them. This
provides an explanation of ontological dependence and the associated notion of
grounding.</p>
      <p>
        Reduction: the ontology is built out of a single initial object and thus achieves
fundamental ontological parsimony in Schaffer’s [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] sense explained above.
Consistency: construction can be a basis for consistency, avoiding paradoxes such as
Russell’s, although care needs to be taken with the construction process. In this
architecture’s case, this is achieved by requiring that the construction be ‘bottom-up’ in
the sense that the properties of the constructed objects are determined by the properties
of the inputs to the construction.
      </p>
      <p>In most current top-level ontologies, individuals (sums) and sets are treated as separate and
different categories if they are part of the ontology. And then set theory is regarded as far more
important than mereology. However, the similarity and differences between the categories,
individuals (sums) and sets, come down to their constructional differences. Given the broad
similarity of their constructors, this implies a broad similarity of these categories. This in turn
suggests the novel idea that set theory and mereology are not just remarkably similar in some
respects but also could be equally ontologically important.
3.2. 2017-21 – deploy
With the constructional architecture established, BORO started investigating how it could be
deployed. Initially looking generally at an ontological sandbox then applying it to the
coordinate system domain.</p>
      <p>
        In The study of ontology [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], Fine develops what might be called an algebra of constructors
and constructional ontologies (while investigating modality in constructional ontology). He
explains how one can remove – and add – constructors to create new constructional ontologies.
And how one ontology can be a subontology of another, where it has either a subset of the
givens or constructors or both.
      </p>
      <p>
        BORO’s Developing an Ontological Sandbox [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ] repurposes this ‘algebra’ for more pragmatic
purposes. It introduces the ontological sandbox as a systematic way to investigate the
ontological nature and requirements that underlie frameworks and tools. This is a conceptual
framework for investigating and comparing multiple variations and components of possible
ontologies – without having to commit to any of them – isolated from a full commitment to
any foundational ontology. It discusses the sandbox framework as well as walking through an
example (from multi-level modelling) showing how it can be used to investigate a simple
ontology. The example, despite its simplicity, illustrates how the constructional approach can
help to expose and explain the metaphysical structures used in ontologies, and so reveal the
underlying nature of multi-level modelling levelling. It also demonstrates how a constructional
approach can simplify the structures. The paper also notes that Fine (in Towards a Theory of
Part [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]) makes similar points. He sees the advantage of his framework is that it naturally
reveals the underlying metaphysical structure of reality. He also talks about its power and
beauty; its ability to provide a single and elegant account of a variety of structures. BORO [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ]
notes that one cannot see this in the logical characterization of these structures in other
nonconstructional top-level ontologies. It also shows how this provides a better tool for the task of
investigating the metaphysical structure of possible ontologies as well as the ontological their
content.
      </p>
      <p>
        BORO’s Coordinate Systems: Level Ascending Ontological Options [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ] describes how the
constructional approach extends BORO’s top-level foundation and how it can be used as an
analytic tool at the domain level. The coordinate systems for multi-platform sensor data have a
complex range of variations that are not fully captured in a unified structure. One example of
increasing complexity is the shift from single to multi-platform sensing. The constructional
approach enabled a unified multi-level picture to be built form the coordinate systems’
characterizing options. It also revealed the implicit underlying fundamental structure.
      </p>
      <p>
        BORO’s The Fantastic Combinations and Permutations of Co-ordinate Systems’ Characterising
Options [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ] builds upon and refines the coordinate systems’ characterizing options example in
[
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. It focuses on the way simple constructors can build complex frameworks, characterizing
this as radically simplifying by scaling down to scale up. It makes an analogy with Conway’s
Game of Life [
        <xref ref-type="bibr" rid="ref28">28</xref>
        ], which very neatly illustrates how very simple algorithms give rise to – and
so help to explain – the complex ‘lives’ of cell automata and so perhaps complex natural life. It
describes how simple differences in the shape and operation of constructors give rise to
different varieties of hierarchies and levels – and the impact this has. It looks at how the
constructional approach enables derived constructors to be built from the foundational
constructors; ones such as sub-type and powertype. It describes how this framework can reveal
and explain the formal levels and hierarchies that underlie the options for characterizing
coordinate systems.
      </p>
      <p>
        In A Framework for Composition: A Step Towards a Foundation for Assembly [
        <xref ref-type="bibr" rid="ref24">24</xref>
        ], BORO
provides an example of how the fundamental constructional structure can be used to derive
other constructors that reveal useful features in the ontology. It shows how one can derive a
new mereological constructor, based upon the existing one, which creates what it calls the
assembly structure. This is the stratified breakdown structure common in engineering and other
disciplines – one that features in modules and components. It also describes how minor changes
to the constructor lead to useful breakdown variants.
3.3. 2020-24 – roll out
With the clearly established uses of the constructional foundation and its extension to the
domain, the refactored top-level ontology was ready to roll out. This section describes two
rollouts; the UK’s National Digital Twin (NDT) project and the IES Top-Level Ontology.
      </p>
      <p>The UK’s National Digital Twin project decided to use a constructional ontology – this
history is described first – including its selection of a BORO-based ontology. Then we describe
the Minimum Viable Product [MVP] project set up to produce an axiomatic version of this
foundation and show its consistency, as part of the requirements for ISO/IEC 21838 – Top-level
ontologies.</p>
      <p>
        In 2017, the National Infrastructure Commission published Data for the Public Good [
        <xref ref-type="bibr" rid="ref29">29</xref>
        ]
which sets out a number of recommendations including the development of a UK National
Digital Twin supported by an Information Management Framework (IMF) of standards for
sharing infrastructure data, under the guidance of a Digital Framework Task Group set up by
the Centre for Digital Built Britain.
      </p>
      <p>
        An investigation (The Approach to Develop the Foundation Data Model for the Information
Management Framework [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]) recommended that the Foundation Data Model (FDM) seed be
founded on a top-level ontology based on the four 4-dimensionalist top-level ontologies (TLOs)
that best met the technical requirements of the FDM, underpinned by rigorously established
foundations. It further proposed that the work BORO had been doing (mentioned above) to
unify top-level ontologies based on a constructional framework developed by Kit Fine should
underpin the IMF’s TLO, providing a firmer foundation for future development.
      </p>
      <p>
        As part of the adoption of a constructional ontology, the NDT decided to develop an
axiomatic formalization of the constructional foundation to show its consistency. A first project
was set up, the results of which are documented in BORO’s Core Constructional Ontology [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ].
The project was faced with a choice on how to formalize the theory. This boiled down to two
options: stage theory or procedural postulationism (a theory outlined in Fine’s Our knowledge
of mathematical objects [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]). While the latter appears to be more attuned to constructionalism,
as it would have required the development of significant logical machinery, so stage theory was
adopted for the time being.
      </p>
      <p>
        In The ToLO IES5 Report [
        <xref ref-type="bibr" rid="ref26">26</xref>
        ], BORO provides an example of its Foundational Ontology being
used a standard. The Information Exchange Standard (IES) is a standard for information
exchange developed within UK Government (https://github.com/dstl/IES4). It is a BORO-based
standard with an RDF implementation. Recently, work started on version 5, aligning it with the
NDT work, including the constructional core, which is contained in the internal report The
ToLO IES5 Report [
        <xref ref-type="bibr" rid="ref26">26</xref>
        ]. This also mentions additional work being undertaken to develop the
ways in which modality can be expressed in an extensional 4D ontology.
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. Practical benefits</title>
      <p>FOUST VIII’s call rightly asks: what are the practical advantages of adopting constructionalism
in applied ontology? And correctly labels this question as crucial. In the context of this paper,
the scope of the question is narrowed down to the practical advantages of taking the
constructional turn described above.</p>
      <p>
        From the case history perspective, we have identified the benefits mentioned in the
documents. These include qualities such as categorical transparency, dependency, reduction
and consistency – as well as simplicity and explanatory. However, these are, for the most part,
broad theoretical advantages that might impact theory choice – as, for example, described in
Kuhn’s Objectivity, Value Judgment, and Theory Choice [
        <xref ref-type="bibr" rid="ref30">30</xref>
        ]. While undoubtedly in some sense
clearly very attractive ‘benefits’ (as noted in Fine [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] and BORO [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ]), their immediate
practicality is less obvious.
      </p>
      <p>Here, we sketch a way to understand the practical advantages of taking the constructional
turn through the lens of evolution. We do this by first establishing, in evolutionary terms, the
practical advantages of top-level ontologies – providing a context for the constructional turn.
Then, in that context, we explain the advantages the turn brings and why these are different.</p>
      <sec id="sec-4-1">
        <title>4.1. Top-level ontology and semantic interoperability</title>
        <p>
          It is well-recognized that we are not yet able to reliably engineer semantic interoperability with
high levels of fidelity between systems or their data at scale. We assume that the practical
advantages of semantic interoperability are obvious, so do not dwell upon them here. There is
a common claim [
          <xref ref-type="bibr" rid="ref31 ref32 ref33 ref34 ref35">31, 32, 33, 34, 35</xref>
          ] that a formal ontology can help with this by providing a
machine-readable interlingua warranted by its clear representation of the relevant domain. In
the case of a formal (philosophical) top-level ontology, the aspiration that it can provide a clear
formal representation of most, if not all, domains. The clearness of representation is guaranteed
by a simple semantics where one sign represents one object in the domain – the structure of
the representation cleanly mirroring the structure of the domain. If one accepts that the
toplevel ontology, maybe using philosophical research, is able to delineate domains (aka reality)
more clearly, then the claim that what is being represented is a ‘good’ picture of reality would
seem to have some merit. So, it is no surprise that claims about better representing reality are
commonplace in IS modelling discussions.
        </p>
        <p>
          The claim makes even more sense if situated in a wider evolutionary context. Research into
previous major information technology revolutions, such as speaking, writing and printing,
suggests that exploitation of the radical changes enabled by an emerging technology is
dependent upon the co-evolution of new cultural practices that take advantage of the
opportunity to represent some portions of reality better. For example, Ong [
          <xref ref-type="bibr" rid="ref36">36</xref>
          ] highlights the
new practices that took advantage of the writing and printing technologies. And Olson [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ],
focus on printing, suggests that new cultural practices are needed to enable the emergence of
printing as well as further new literary practices to exploit it. Olson then suggests that these
new literary practices are contingent, offering China as a case where the technology of printing
emerged, but the associated literary practices did not.
        </p>
        <p>Ong, Olson and others in the community note that among the cultural challenges of an
emerging information technology is finding forms that exploit its potential. For example, Olson
noted that as botany started to take advantage of printing, strict systems of classification
emerged. For the botanist Linnaeus:
“… the fundamental task of natural history was that of “arrangement and designation” ...
Descriptions were tied to the visible, the nameable and the depictable features of plants. Each
part of the plant – roots, stem, leaves, flowers, fruits – was seen to be a product of four variables:
form, quantity, manner of relation and magnitude.” [37 p. 226]</p>
        <p>And this formal analytic process led to a corresponding new form, the formalized binomial
nomenclature, which intriguingly is clearly an evolution of Aristotle’s taxonomic scheme.</p>
        <p>Hence, it is natural to think that the currently emerging information technology, computing,
will create new opportunities for co-evolving – an obvious one being the possibility for
machines to talk seamlessly to machines. And also natural to think that one dimension of the
co-evolution needs to be developing forms that exploit the new technology. And that, maybe,
those forms may build upon ideas drawn from philosophy.</p>
        <p>
          It is worth making a quick detour here and give some context for the use of the term
‘evolution’ here. Biological orthodoxy for much of the 20th century was that all evolution was
genetic. However, in the last couple of decades, there has been an emerging recognition that
genes are not the only inheritance information system. For example, cultures may persist
through their own inheritance information systems – where this includes behaviors as well as
symbolic artefacts – see Jablonka’s Evolution in four dimensions [
          <xref ref-type="bibr" rid="ref38">38</xref>
          ]. Clearly, symbolic cultural
inheritance has evolved relatively recently in evolutionary timescales. But one could go further
back, taking a macroevolutionary perspective as Szathmáry does in The major transitions in
evolution [
          <xref ref-type="bibr" rid="ref39">39</xref>
          ], and trace the cumulative emergence over time of a multiplicity of different
inheritance information systems that co-evolve. One could see the introduction of a new,
different, information system as a major evolutionary transition [
          <xref ref-type="bibr" rid="ref40">40, 41, 42</xref>
          ]. One could take a
further radical step and see the information technology units as biological life [43, 44]. In this
richer perspective, one can see patterns of co-evolution into which the current co-evolution of
computing technology and cultural practices neatly fits.
        </p>
        <p>It was a dogma of 20th century Darwinian genetic evolution that it only involved natural
(random) variation (without a hint of Lamarckian variation) and selection, based upon survival
of the fittest. However, as Jablonka [38 Ch. 9] notes, it is clear that cultural evolution often
proceeds in a kind of Lamarckian fashion, where the variations are clearly not random. They
are often targeted, in the sense that they are educated guesses (in some cases even engineering
designs) about what will lead to a fitter outcome. They are sometimes constructed in the sense
that there is an intentional choice of what variation to fabricate.</p>
        <p>
          As mentioned above, in the co-evolution of each new information technology and its
associated cultural practices, one area ripe for exploitation (Lamarckian variation) is how the
information is organized and particularly what form it takes [43, 44]. As also mentioned above,
there have typically been evolutionary opportunities for radical innovation in this area that led
to leaps in fitness, as described for printing by Olsen [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ].
        </p>
        <p>Given this new perspective of the co-evolution information technology, in the case of
computing technology, one can see the new form that foundational ontologies introduce as a
Lamarckian variation in cultural practice which aims to show its (practical) fitness by exploiting
the opportunity of semantic interoperability.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Notation and the constructional turn</title>
        <p>However, this evolutionary explanation of the practical (fitness) of a top-level ontology
variation does not (yet) explain the practical (fitness) of the subsequent constructional turn.
Recall, that top-level ontology is aiming to ‘crack’ the semantic interoperability challenge by
providing a clearer picture of reality. Recall, also, that the case history makes clear that the
constructional turn did not change the basic categories of the BORO Foundational Ontology
and so its broad picture of reality. So, if BORO’s picture of reality does not (substantially)
change, then it suggests that the constructional turn is not directly giving a more accurate
picture of reality.</p>
        <p>However, there is a way of explaining the way the constructional turn influences the form
of the computing data. To do this we turn to the long tradition in mathematics of recognizing
the importance of notation – and how some notations are better than others in various contexts.
Whitehead in [48, Ch. 5], mentioned in Novaes [45] and developed in Macbeth [46], uses the
simple example of Roman and Arabic numerals to make the point that notation can make a
substantial difference to the ease with which one does arithmetic calculations. Whitehead says:
“By relieving the brain of all unnecessary work, a good notation sets it free to concentrate on
more advanced problems, and in effect increases the mental power of the race.” Interestingly,
Macbeth clearly makes the point, also implicit in Whitehead, that in this case the notation shows
rather than describes the calculation. Where showing seems to be a characteristic of the
constructional approach.</p>
        <p>
          So there seem to be two aspects to improving form. One where it more directly mirrors and
reflects the content it is intended to represent. This is what the formal top-level ontology is
aiming to work on. Another is what might be called the notational aspect, which has an impact
on the ease of calculation and ease of use. This is where the constructional turn has an impact.
One could regard the derived constructors, both the derived sub-class constructor [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ] and the
breakdown constructors [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ], as examples of the ease of calculation.
        </p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>FOUST VIII raised the question of what role constructionalism could play in applied ontology.
This paper has, in a sense, answered a slightly different question, what role has
constructionalism played in applied ontology – where, of course, if the role has been played it
necessarily could be played. This different question requires taking a historical rather than
theoretical approach.</p>
      <p>The paper has provided an example of a particular role: providing a constructional
foundation for a top-level IS ontology: what we have called ‘taking a constructional turn’. It has
done this in the form of a case history of the BORO Foundational Ontology’s constructional
turn. Hopefully this is unequivocal evidence that such a role can be played.</p>
      <p>This paper points out that while there are a range of very attractive benefits noted in the
case history, these tend to the theoretical rather than the practical. To clarify the practical
benefits, the paper provides an evolutionary perspective that recognized there is typically a
pattern of co-evolution of information technology and cultural practices – where the cultural
practices aim to provide a form that exploits the opportunities created by the new technology.
It firstly notes that top-level ontologies are an example of a Lamarckian cultural variation in
the co-evolution of computing technology – one that aims to provide a more accurate form for
reality. It then points out that, at least in the case of BORO’s top-level ontology, the
constructional turn made no improvement to that aspect of the form. It then notes that the
constructional turn did make a practical improvement to another, traditionally important,
‘notational’ aspect of the form.</p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>We would like to acknowledge the help of Salvatore Florio, Patricia Arcenegui Calvo and Diego
Alberto Zabala Betancur in preparing the paper.
[41] J. Maynard Smith, ‘The concept of information in biology’, Philosophy of science, vol. 67,
no. 2, pp. 177–194, 2000.
[42] E. Jablonka, M. J. Lamb, and A. Zeligowski, Evolution in Four Dimensions: Genetic,
Epigenetic, Behavioral, and Symbolic Variation in the History of Life. in Bradford books. A
Bradford Book, 2006.
[43] C. Partridge, ‘How an Evolutionary Framework Can Help Us To Understand What A
Domain Ontology Is (Or Should Be) And How To Build One’, presented at the FOMI 2022,
12th International Workshop on Formal Ontologies Meet Industry, 12-15 September 2022,
Tarbes, France, Sep. 12, 2022.
[44] C. Partridge, ‘Why Form, and so Unification of Types, is Important’, presented at the
King’s College London, Workshop on the Unification of Types and Multi-Level Modeling,
13 March 2024, London, UK, Mar. 13, 2024.
[45] C. Dutilh Novaes, Formal Languages in Logic: A Philosophical and Cognitive Analysis.</p>
      <p>Cambridge University Press, 2012.
[46] D. Macbeth, ‘Seeing How It Goes: Paper-and-Pencil Reasoning in Mathematical Practice’,
Philosophia Mathematica, vol. 20, no. 1, pp. 58–85, Feb. 2012, doi: 10.1093/philmat/nkr006.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>R.</given-names>
            <surname>Carnap</surname>
          </string-name>
          , 'Der Logische Aufbau der Welt, Berlin 1928', Kwartalnik Filozoficzny, vol.
          <volume>11</volume>
          , no.
          <issue>2</issue>
          , pp.
          <fpage>183</fpage>
          -
          <lpage>188</lpage>
          ,
          <year>1928</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>N.</given-names>
            <surname>Goodman</surname>
          </string-name>
          and
          <string-name>
            <given-names>W. V. O.</given-names>
            <surname>Quine</surname>
          </string-name>
          , '
          <article-title>Steps Toward a Constructive Nominalism'</article-title>
          ,
          <source>The Journal of Symbolic Logic</source>
          , vol.
          <volume>12</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>105</fpage>
          -
          <lpage>122</lpage>
          ,
          <year>1947</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>N.</given-names>
            <surname>Goodman</surname>
          </string-name>
          , '
          <article-title>A world of individuals', The problem of universals</article-title>
          , pp.
          <fpage>13</fpage>
          -
          <lpage>31</lpage>
          ,
          <year>1956</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>N.</given-names>
            <surname>Goodman</surname>
          </string-name>
          , 'On Relations That Generate',
          <source>Philosophical Studies</source>
          , vol.
          <volume>9</volume>
          , no.
          <issue>5-6</issue>
          , pp.
          <fpage>65</fpage>
          -
          <lpage>66</lpage>
          ,
          <year>1958</year>
          , doi: 10.1007/BF00725420.
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>K.</given-names>
            <surname>Gödel</surname>
          </string-name>
          , '
          <article-title>What is Cantor's continuum problem?'</article-title>
          ,
          <source>The American Mathematical Monthly</source>
          , vol.
          <volume>54</volume>
          , no.
          <issue>9</issue>
          , pp.
          <fpage>515</fpage>
          -
          <lpage>525</lpage>
          ,
          <year>1947</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>G.</given-names>
            <surname>Boolos</surname>
          </string-name>
          , '
          <article-title>The Iterative Conception of Set':</article-title>
          ,
          <source>Journal of Philosophy</source>
          , vol.
          <volume>68</volume>
          , no.
          <issue>8</issue>
          , pp.
          <fpage>215</fpage>
          -
          <lpage>231</lpage>
          ,
          <year>1971</year>
          , doi: 10.2307/2025204.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>K.</given-names>
            <surname>Fine</surname>
          </string-name>
          , '
          <article-title>The Study of Ontology'</article-title>
          ,
          <source>Noûs</source>
          , vol.
          <volume>25</volume>
          , no.
          <issue>3</issue>
          , p.
          <fpage>263</fpage>
          ,
          <string-name>
            <surname>Jun</surname>
          </string-name>
          .
          <year>1991</year>
          , doi: 10.2307/2215504.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>K.</given-names>
            <surname>Fine</surname>
          </string-name>
          ,
          <article-title>The limits of abstraction</article-title>
          . Oxford ; New York: Oxford University Press,
          <year>2002</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>K.</given-names>
            <surname>Fine</surname>
          </string-name>
          , '
          <article-title>Our Knowledge of Mathematical Objects'</article-title>
          , in Oxford Studies in Epistemology, T. S. Gendler and J. Hawthorne, Eds., Oxford University Press,
          <year>2005</year>
          , pp.
          <fpage>89</fpage>
          -
          <lpage>109</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>K.</given-names>
            <surname>Fine</surname>
          </string-name>
          , '
          <article-title>Towards a Theory of Part':</article-title>
          ,
          <source>Journal of Philosophy</source>
          , vol.
          <volume>107</volume>
          , no.
          <issue>11</issue>
          , pp.
          <fpage>559</fpage>
          -
          <lpage>589</lpage>
          ,
          <year>2010</year>
          , doi: 10.5840/jphil20101071139.
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <given-names>J.</given-names>
            <surname>Schaffer</surname>
          </string-name>
          , 'What Not to Multiply Without Necessity',
          <source>Australasian Journal of Philosophy</source>
          , vol.
          <volume>93</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>644</fpage>
          -
          <lpage>664</lpage>
          , Oct.
          <year>2015</year>
          , doi: 10.1080/00048402.
          <year>2014</year>
          .
          <volume>992447</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , Business Objects:
          <article-title>Re-Engineering for Re-Use, 1st Edition</article-title>
          . Oxford: ButterworthHeinemann,
          <year>1996</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , 'Note:
          <article-title>A couple of meta-ontological choices for ontological architectures', LADSEB-CNR, Padova</article-title>
          , Italy,
          <year>2002</year>
          ,
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , A. Mitchell, and S. de Cesare, '
          <article-title>Guidelines for Developing Ontological Architectures in Modelling and Simulation'</article-title>
          , in Ontology, Epistemology, and
          <article-title>Teleology for Modeling and Simulation</article-title>
          , First., vol.
          <volume>44</volume>
          , A. Tolk, Ed., in Ontology, Epistemology, and
          <article-title>Teleology for Modeling and Simulation: Philosophical Foundations for Intelligent M&amp;S Applications</article-title>
          , vol.
          <volume>44</volume>
          . , Berlin, Heidelberg: Springer,
          <year>2013</year>
          , pp.
          <fpage>27</fpage>
          -
          <lpage>57</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Mitchell</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Cook</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Sullivan</surname>
          </string-name>
          , and
          <string-name>
            <given-names>M.</given-names>
            <surname>West</surname>
          </string-name>
          , '
          <article-title>A Survey of Top-Level Ontologies - to inform the ontological choices for a Foundation Data Model</article-title>
          .', CDBB,
          <year>2020</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>M.</given-names>
            <surname>West</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Cook</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Leal</surname>
          </string-name>
          , A. Mitchell,
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , and
          <string-name>
            <given-names>J.</given-names>
            <surname>Sullivan</surname>
          </string-name>
          , '
          <article-title>The Approach to Develop the Foundation Data Model for the Information Management Framework'</article-title>
          , CDBB,
          <year>2020</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>Y.</given-names>
            <surname>Wand</surname>
          </string-name>
          and
          <string-name>
            <given-names>R.</given-names>
            <surname>Weber</surname>
          </string-name>
          , '
          <source>On the Ontological Expressiveness of Information Systems Analysis and Design Grammars'</source>
          ,
          <source>Information Systems Journal</source>
          , vol.
          <volume>3</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>217</fpage>
          -
          <lpage>237</lpage>
          ,
          <year>1993</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <given-names>G. L.</given-names>
            <surname>Geerts</surname>
          </string-name>
          and
          <string-name>
            <surname>W. E. McCarthy,</surname>
          </string-name>
          '
          <article-title>An ontological analysis of the economic primitives of the extended-REA enterprise information architecture'</article-title>
          ,
          <source>International Journal of Accounting Information</source>
          , vol.
          <volume>3</volume>
          (
          <issue>1</issue>
          ), pp.
          <fpage>1</fpage>
          -
          <lpage>16</lpage>
          ,
          <year>2002</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <given-names>D. K.</given-names>
            <surname>Lewis</surname>
          </string-name>
          , Parts of classes. Oxford, UK; Cambridge, Mass.: Basil Blackwood,
          <year>1991</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          [20] S. de Cesare and
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , '
          <article-title>BORO as a Foundation to Enterprise Ontology'</article-title>
          ,
          <source>Journal of Information Systems</source>
          , vol.
          <volume>30</volume>
          , no.
          <source>2 (Summer</source>
          <year>2016</year>
          ), pp.
          <fpage>83</fpage>
          -
          <lpage>112</lpage>
          ,
          <year>2016</year>
          , doi: 10.2308/isys51428.
        </mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation>
          [21]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , S. deCesare,
          <string-name>
            <given-names>A.</given-names>
            <surname>Mitchell</surname>
          </string-name>
          ,
          <string-name>
            <given-names>F.</given-names>
            <surname>Gailly</surname>
          </string-name>
          , and
          <string-name>
            <given-names>M.</given-names>
            <surname>Khan</surname>
          </string-name>
          , '
          <article-title>Developing an Ontological Sandbox: Investigating Multi-Level Modelling's Possible Metaphysical Structures'</article-title>
          ,
          <source>in Proceedings of ACM/IEEE 20th International Conference on Model Driven Engineering Languages and Systems (MODELS</source>
          <year>2017</year>
          ),
          <source>in CEUR Workshop Proceedings</source>
          , vol.
          <year>2019</year>
          . CEUR Workshop Proceedings, Sep.
          <year>2017</year>
          , pp.
          <fpage>226</fpage>
          -
          <lpage>234</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation>
          [22]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , A. Mitchell,
          <string-name>
            <given-names>M.</given-names>
            <surname>Loneragan</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Atkinson</surname>
          </string-name>
          , S. de Cesare, and
          <string-name>
            <given-names>M.</given-names>
            <surname>Khan</surname>
          </string-name>
          , '
          <article-title>Coordinate Systems: Level Ascending Ontological Options'</article-title>
          ,
          <source>in 2019 ACM/IEEE 22nd International Conference on Model Driven Engineering Languages and Systems Companion</source>
          <volume>(</volume>
          <string-name>
            <surname>MODELS-C)</surname>
          </string-name>
          , IEEE,
          <year>2019</year>
          , pp.
          <fpage>78</fpage>
          -
          <lpage>87</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation>
          [23]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , A. Mitchell,
          <string-name>
            <given-names>M.</given-names>
            <surname>Loneragan</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Atkinson</surname>
          </string-name>
          , S. de Cesare, and
          <string-name>
            <given-names>M.</given-names>
            <surname>Khan</surname>
          </string-name>
          , '
          <source>The Fantastic Combinations and Permutations of Co-ordinate Systems' Characterising Options: The Game of Constructional Ontology'</source>
          ,
          <year>2020</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref24">
        <mixed-citation>
          [24]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , A. Mitchell, and P. Grenon, '
          <article-title>A Framework for Composition: A Step Towards a Foundation for Assembly'</article-title>
          , CDBB, Apr.
          <year>2021</year>
          . doi:
          <volume>10</volume>
          .17863/CAM.66459.
        </mixed-citation>
      </ref>
      <ref id="ref25">
        <mixed-citation>
          [25]
          <string-name>
            <given-names>S.</given-names>
            <surname>Florio</surname>
          </string-name>
          and Ø. Linnebo, '
          <article-title>Core Constructional Ontology: The Foundation for the TopLevel Ontology of the Information Management Framework'</article-title>
          , NDT, v.
          <volume>1</volume>
          .91,
          <string-name>
            <surname>Apr</surname>
          </string-name>
          .
          <year>2022</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref26">
        <mixed-citation>
          [26]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Mitchell</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O.</given-names>
            <surname>Xiberta-Soto</surname>
          </string-name>
          ,
          <article-title>and</article-title>
          <string-name>
            <given-names>A.</given-names>
            <surname>Cola</surname>
          </string-name>
          , '
          <source>The ToLO IES5 Report'</source>
          ,
          <year>2024</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref27">
        <mixed-citation>
          [27]
          <string-name>
            <given-names>J.</given-names>
            <surname>Schaffer</surname>
          </string-name>
          , '
          <article-title>Monism: The Priority of the Whole'</article-title>
          ,
          <source>The Philosophical Review</source>
          , vol.
          <volume>119</volume>
          , no.
          <issue>1</issue>
          , pp.
          <fpage>31</fpage>
          -
          <lpage>76</lpage>
          , Jan.
          <year>2010</year>
          , doi: 10.1215/
          <fpage>00318108</fpage>
          -2009-025.
        </mixed-citation>
      </ref>
      <ref id="ref28">
        <mixed-citation>
          [28]
          <string-name>
            <given-names>M.</given-names>
            <surname>Gardner</surname>
          </string-name>
          , '
          <article-title>The Fantastic Combinations of John Conway's New Solitaire Game “Life”', Scientific American</article-title>
          , vol.
          <volume>223</volume>
          , pp.
          <fpage>120</fpage>
          -
          <lpage>123</lpage>
          ,
          <year>1970</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref29">
        <mixed-citation>
          [29] NIC, '
          <article-title>Data for the Public Good'</article-title>
          ,
          <source>National Infrastructure Commission</source>
          ,
          <year>2017</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref30">
        <mixed-citation>
          [30]
          <string-name>
            <given-names>T. S.</given-names>
            <surname>Kuhn</surname>
          </string-name>
          , 'Objectivity,
          <string-name>
            <given-names>Value</given-names>
            <surname>Judgment</surname>
          </string-name>
          , and Theory Choice', in The Essential Tension, Chicago: The University of Chicago Press,
          <year>1977</year>
          , pp.
          <fpage>320</fpage>
          -
          <lpage>339</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref31">
        <mixed-citation>
          [31]
          <string-name>
            <given-names>T.</given-names>
            <surname>Bittner</surname>
          </string-name>
          and
          <string-name>
            <given-names>M.</given-names>
            <surname>Donnelly</surname>
          </string-name>
          , 'Ontology and Semantic Interoperability'.
        </mixed-citation>
      </ref>
      <ref id="ref32">
        <mixed-citation>
          [32]
          <string-name>
            <given-names>L.</given-names>
            <surname>Obrst</surname>
          </string-name>
          , '
          <article-title>Ontologies for semantically interoperable systems'</article-title>
          ,
          <source>in Proceedings of the twelfth international conference on Information and knowledge management, New Orleans LA USA: ACM, Nov</source>
          .
          <year>2003</year>
          , pp.
          <fpage>366</fpage>
          -
          <lpage>369</lpage>
          . doi:
          <volume>10</volume>
          .1145/956863.956932.
        </mixed-citation>
      </ref>
      <ref id="ref33">
        <mixed-citation>
          [33]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , '
          <article-title>The Role of Ontology in Semantic Integration'</article-title>
          , in Second International Workshop on Semantics of Enterprise Integration at OOPSLA 2002, Seattle,
          <year>2002</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref34">
        <mixed-citation>
          [34]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Lambert</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Loneragan</surname>
          </string-name>
          , A. Mitchell, and P. Garbacz, '
          <article-title>A Novel Ontological Approach to Semantic Interoperability Between Legacy Air Defence Command and Control Systems'</article-title>
          ,
          <source>International Journal of Intelligent Defence Support Systems</source>
          , vol.
          <volume>4</volume>
          , no.
          <issue>3</issue>
          , pp.
          <fpage>232</fpage>
          -
          <lpage>262</lpage>
          ,
          <year>2011</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref35">
        <mixed-citation>
          [35]
          <string-name>
            <given-names>C.</given-names>
            <surname>Partridge</surname>
          </string-name>
          , '
          <article-title>The role of ontology in integrating semantically heterogeneous databases', Rapport technique</article-title>
          , vol.
          <volume>5</volume>
          , no.
          <issue>02</issue>
          ,
          <year>2002</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref36">
        <mixed-citation>
          [36]
          <string-name>
            <given-names>W. J.</given-names>
            <surname>Ong</surname>
          </string-name>
          ,
          <article-title>Orality and Literacy - The Technologizing of the Word</article-title>
          , vol.
          <volume>1</volume>
          . London and New York: Methuen,
          <year>1982</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref37">
        <mixed-citation>
          [37]
          <string-name>
            <given-names>D. R.</given-names>
            <surname>Olson</surname>
          </string-name>
          ,
          <article-title>The world on paper: the conceptual and cognitive implications of writing and reading</article-title>
          . Cambridge; New York: Cambridge University Press,
          <year>1994</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref38">
        <mixed-citation>
          [38]
          <string-name>
            <given-names>E.</given-names>
            <surname>Jablonka and M. J. Lamb</surname>
          </string-name>
          ,
          <article-title>Evolution in four dimensions, revised edition: Genetic, epigenetic, behavioral, and symbolic variation in the history of life</article-title>
          . MIT press,
          <year>2014</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref39">
        <mixed-citation>
          [39]
          <string-name>
            <given-names>E.</given-names>
            <surname>Szathmáry</surname>
          </string-name>
          and
          <string-name>
            <given-names>J. Maynard</given-names>
            <surname>Smith</surname>
          </string-name>
          ,
          <article-title>The major transitions in evolution, 1st ed</article-title>
          .
          <source>WH Freeman Spektrum Oxford</source>
          ,
          <year>1995</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref40">
        <mixed-citation>
          [40]
          <string-name>
            <given-names>J. Maynard</given-names>
            <surname>Smith</surname>
          </string-name>
          , '
          <article-title>The idea of information in biology'</article-title>
          ,
          <source>The Quarterly Review of Biology</source>
          , vol.
          <volume>74</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>395</fpage>
          -
          <lpage>400</lpage>
          ,
          <year>1999</year>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>