<!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>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Fumiaki Toyoshima</string-name>
          <email>fumiaki.toyoshima@unine.ch</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Adrien Barton</string-name>
          <email>adrien.barton@irit.fr</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Damion Dooley</string-name>
          <email>damion_dooley@sfu.ca</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Drive</institution>
          ,
          <addr-line>Burnaby, BC, V5A 1S6</addr-line>
          ,
          <country country="CA">Canada</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>GRIIS, Université de Sherbrooke</institution>
          ,
          <addr-line>2500, boulevard de l'Université, Sherbrooke (Québec) J1K 2R1</addr-line>
          ,
          <country country="CA">Canada</country>
          ,
          <addr-line>QC</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>IRIT, Université de Toulouse</institution>
          ,
          <addr-line>Cr Rose Dieng-Kuntz, 31400 Toulouse</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>The Centre for Infectious Disease Genomics and One Health, Faculty of Health Sciences, Simon Fraser University</institution>
          ,
          <addr-line>8888 University</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2025</year>
      </pub-date>
      <fpage>8</fpage>
      <lpage>9</lpage>
      <abstract>
        <p>Food waste attracts growing research interest because it has a significant impact on our society and the environment. There is nonetheless no general consensus about the meanings of the terms “food loss” and “food waste”. To address this issue, this paper aims to provide an ontological analysis of food waste with a focus on FoodOn: an ontology of food and food production that is developed in compliance with the upper ontology Basic Formal Ontology (BFO). We propose the notion of “food material waste” and characterize it in terms of bearing a realized “food waste role”. The basic idea is that food waste has a relevant sociotechnical dimension and its relational nature can be analyzed in terms of roles in BFO because they are inherently relational. We also discuss this role-based account of food waste in connection with role-based approaches to food (material) and food products as well as with a list of eight criteria for defining food waste proposed recently by A. Borghini and N. Piras.</p>
      </abstract>
      <kwd-group>
        <kwd>food waste</kwd>
        <kwd>food loss</kwd>
        <kwd>food</kwd>
        <kwd>food material</kwd>
        <kwd>food product</kwd>
        <kwd>role</kwd>
        <kwd>FoodOn</kwd>
        <kwd>Basic Formal Ontology (BFO)</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>There is a burgeoning demand for an in-depth study of food waste in many domains of inquiry [1].
This is not least because, given that a considerable amount of food is nowadays wasted through an
industrialized system of food production, food waste as a contributor to climate change [2] (through GHG
emissions from agricultural over-production and disposal of food) is detrimental to the environment; and
it can also raise some serious ethical concerns, e.g., as to environmental sustainability [3, 4]. Minimizing
food waste is a global problem that must be tackled to achieve food sustainability and security, and this
calls for interdisciplinary collaborations [5].</p>
      <p>Such interdisciplinary research is hampered by the lack of broad agreement about what food waste
is like. As we will see below, there are many diferent definitions of the terms “food waste” and
“food loss” in the literature that it may be notoriously dificult to create a general framework for the
conceptualization and measurement of food loss and waste. In some contexts the term “food waste” is
used synonymously with “food loss”, as food loss and waste may be sometimes lumped together under
the abbreviation “FLW”. In other contexts, “food waste” is defined as distinct from “food loss”. In others,
food loss is understood as a kind of food waste.</p>
      <p>To address this issue, we will provide an ontological analysis of food waste which will serve to
theoretically underpin a general ontology of food and to facilitate a cross-domain study of food waste.
For this purpose, we will consider the treatment of food waste that can be integrated into FoodOn [6],
namely an existing ontology of food and food production that is developed in accordance with the upper
Proceedings of the Joint Ontology Workshops (JOWO) - Episode XI: The Sicilian Summer under the Etna, co-located with the 15th
https://adrienbarton.blogspot.com/ (A. Barton)</p>
      <p>CEUR
Workshop</p>
      <p>ISSN1613-0073
ontology Basic Formal Ontology (BFO) [7, 8]. This is partly because the notion of food waste remains
underexplored in FoodOn and its ontological scrutiny will be useful in fulfilling the goal of FoodOn to
give a comprehensive representation of the food-related reality, ranging from food production to food
consumption and disposal.</p>
      <p>The paper is organized as follows. Section 2 adumbrates preceding works on food waste and food loss,
in particular on their definitions. Section 3 investigates the notion of food waste within the framework
of FoodOn and BFO. Section 4 discusses our account of food waste in connection with some recent
foundational approaches to food material and food product in FoodOn, as well as with a list of eight
criteria for a theory of food waste — which have been recently proposed by Borghini &amp; Piras [9]. Section
5 concludes the paper with some remarks on future work.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Related work on food waste</title>
      <p>There is a wide diversity of definitions of the terms “food waste” and “food loss” in the literature (see
[10, 11] for a general overview). For instance, one of the most widespread definitions of these terms is
given by the Food and Agriculture Organization of the United Nations as follows:
Food loss is the decrease in the quantity or quality of food resulting from decisions
and actions by food suppliers in the chain, excluding retail, food service providers and
consumers.</p>
      <p>Food waste is the decrease in the quantity or quality of food resulting from decisions and
actions by retailers, food services and consumers. [12, p. 5]</p>
      <p>These FAO definitions have at least two key features. Firstly, both food loss and food waste are defined
from the standpoint of the food supply chain (see [13] for a literature review of many similar conceptual
characterizations in this supply domain). Secondly, food loss and food waste may be indistinguishable
in outcome — a decrease in food quantity/quality — but are distinguished from each other by the actor
and stage involved. As FAO says, this distinction is “highly relevant” from a “policy point of view”, “as
the types of interventions that can afect consumer behaviour (food demand) are diferent from those
that encourage suppliers to reduce food losses (food supply)” [12, p. 5].</p>
      <p>However, the distinction (as embraced by FAO) between food loss and food waste may require caution
from an ontological viewpoint. For instance, Borghini et al. [2] state:</p>
      <p>This distinction [between food loss and food waste] is typically drawn in terms of the
early stages (food loss) and final stages (food waste) of the food chain. But, what counts as
early or final is often underdetermined too. Should we regard a food with a short shelf life,
which goes unsold and hence expired in a supermarket, as a food loss (emphasizing the
responsibility of the producers) or a food waste (focusing on the choices of the consumers)?
[2, p. 858]</p>
      <p>For another example, Boiteau &amp; Pingali [14] argue that a definition of food loss and waste given by
FAO in 2014 can serve as a comprehensive and globally applicable framework for defining them. They
summarize that FAO 2014 definition as follows:</p>
      <p>Food loss and waste is a reduction in the quantity or quality of the edible portion of food
intended for human consumption when food is redirected to non-food uses or when there
is a decrease in the nutritional value, food safety, or other quality aspect from the time
food is ready for harvest or slaughter to consumption. [14, p. 7]
Generally speaking, existing perspectives on food loss and waste (as introduced above) tend to focus on
its processual aspect, whereas we will investigate the material aspect — the former and latter being
understood in terms of the general ontological distinction between continuants and occurrents.</p>
      <p>Finally, there is nowadays a heightened awareness of the utility of the ontology of food waste, as it can
enhance data integration and knowledge discovery that relate to food waste [15], and the combination
of food ontologies with artificial intelligence has the potential to foster sustainable food systems [ 16].
Based on Boiteau &amp; Pingali’s [14] work, an ontological analysis of food consumption, loss and waste
has been provided [17]. In a more theoretical direction, Borghini &amp; Piras [18] argue that the issue of
defining food waste can be addressed through a study of what they call the “duration question”: “when
it is that the predicate-schema ‘Is an X -Food,’ where ‘X -Food’ stands for a certain type of food (e.g.,
Champagne, yoghurt) ceases to apply to an entity?” (ibid., p. 444). Borgini &amp; Piras [9] provide a list of
eight criteria that a theory of food waste should meet to comply with the demands of diferent scientific
and agential fields (see Section 4.3 for detailed discussion).</p>
    </sec>
    <sec id="sec-3">
      <title>3. Food waste in FoodOn</title>
      <sec id="sec-3-1">
        <title>3.1. Preliminaries: BFO and FoodOn</title>
        <p>FoodOn is an ontology for representing multifarious food-related entities, ranging from natural materials
(e.g., plants and animals) that can be consumed by humans and domesticated animals, as well as food
products (e.g., apple pies), to processes of food preparation (e.g., planning) and food production. It has
been formalized in the Web Ontology Language (OWL) and developed in compliance with the Open
Biological and Biomedical Ontology (OBO) Foundry [19, 20], the upper ontology Basic Formal Ontology
(BFO) [7, 8] and many other OBO- and BFO-compatible domain ontologies such as the Ontology for
Biomedical Investigation (OBI) [21] and the Environmental Ontology (ENVO) [22, 23].</p>
        <p>Figure 1 represents an ontology comprising terms for the classes discussed in this paper. This ontology
consists of terms denoting classes that are extracted from FoodOn, BFO, ENVO and the existing work
[24] as well as terms denoting new classes to be proposed in what follows. To forestall terminological
confusion, we write terms for classes and relations in italic, where class terms begin with uppercases
(e.g., Plant piece and has_role) and terms for instances in bold (e.g., plant piece1), respectively. We
occasionally add an ontology name to a term used in that ontology (e.g., FoodOn:Plant piece). We adhere
partially to the Manchester Syntax for OWL (e.g., “Plant piece SubClassOf Material entity”).</p>
        <p>BFO includes the top-level distinction between continuants and occurrents. Regarding continuants,
independent continuants include material entities such as plants. A specifically dependent continuant is
a continuant that depends (existentially) on at least one independent continuant. Subtypes of Specifically
dependent continuant include Quality (e.g., the shape of a plant) and Realizable entity (e.g., edibility; cf.
[25] for food-relevant realizable entities).</p>
        <p>
          Among realizable entities in BFO, a role is a realizable entity that (
          <xref ref-type="bibr" rid="ref1">1</xref>
          ) exists because the bearer is in
some special physical, social, or institutional set of circumstances in which the bearer does not have
to be (optionality), and (2) is not such that, if this realizable entity ceases to exist, then the physical
make-up of the bearer is changed (external grounding). Examples of roles in BFO include the role of
being a student and the role by a stone of marking a boundary.
        </p>
        <p>Regarding occurrents, a process in an occurrent that exists in time by occurring, i.e., by having
(proper) temporal parts, and which depends on at least one independent continuant as participant.
Examples of processes in BFO include a process of discarding a plant or a process of mold growing on a
yoghurt.</p>
        <p>Of paramount importance in FoodOn are the classes Food material and Food product. These two terms
are defined in FoodOn as follows:
food material (FOODON_00002403) =def. Any substance that can be consumed by an
organism to satisfy nutritional or other health needs, or to provide a social or organoleptic
food experience.
food product (FOODON_00001002) =def. Food material for humans and animals which
is processed with the intention that it be consumable as a whole or added to other food
products.</p>
        <p>The FoodOn classes Food material and Food product have been recently scrutinized by Barton et al. [25]
and Toyoshima et al. [24], respectively (see Sections 4.1 and 4.2 for details).</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Food waste in the ENVO</title>
        <p>
          Although it is not exported to FoodOn, the class Food waste is included in the ENVO. In the ENVO, Food
waste is a subclass of Waste material (which is in turn a subclass of BFO:Material entity) and Waste
material is characterized in terms of Waste role. The definitions of these three terms and one relevant
axiom (based on has_role; RO_0000087) in the ENVO are presented as follows:
waste material (ENVO_00002264) =def. A material which is not the desired output of a
process and which is typically the input of a process which removes it from its producer
(e.g., a disposal process).
waste role (ENVO_01000665) =def. A role that is realized in some process wherein the
bearer is discarded or not utilized further.
(
          <xref ref-type="bibr" rid="ref1">1</xref>
          ) Waste material SubClassOf (has_role some Waste role)
food waste (ENVO_03600006) =def. A waste material which is primarily composed of
uneaten food and removed from the food supply chain.
        </p>
        <p>To illustrate them, consider two instances (plant piece1 and plant piece2) of the class Plant piece
(FOODON_00004333; =def. An anatomical or other piece derived from a plant.) such that they are pieces
of the same particular plant. Suppose that both plant pieces are harvested, packaged for consumption,
transported to the same supermarket, and given the same best-before date: January 2, 2025. Suppose
further that plant piece1 is sold on January 1, 2025 and is consumed the following day, whereas plant
piece2 remains unsold on January 3, 2025 and has been discarded by the food supplier. Then, plant
piece1 on January 1 and plant piece2 on January 3 are food materials (more specifically: food products),
and plant piece2 on January 3 (but not plant piece1 on January 1) is food waste and bears some waste
role.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. Food material waste and food waste role</title>
        <p>We will examine the ENVO characterization of food waste. On the one hand, the definition of the ENVO
term “food waste” may be problematic in at least two respects. Firstly, the second part of the diferentia
of the definition, “removed from the food supply chain”, would imply that food waste stems from some
process(es) in the food supply chain. Although many existing definitions of food loss and waste may
appeal to the food supply chain (see Section 2), we suggest that the notion of food waste in a general
ontology of food and food production should be broad enough — beyond the scope of the food supply
chain — to deal with e.g., the case in which I consume a piece of a naturally grown plant in my garden
and discard the rest — which would not be ENVO:food waste.</p>
        <p>Secondly and more importantly, the first part of the diferentia of the definition, “primarily composed
of uneaten food”, would seem to imply that food waste is primarily food. In efect, plant piece2 on
January 3 can be considered both as ENVO:food waste and FoodOn:food material. This consequence
may be controversial. According to Coles &amp; Hallett [26], for instance, salmon heads are valued as
foodstufs in some market places but are food waste in others. Based on their observation, Van Bemmel
&amp; Parizeau [27] argue that “food waste is relationally defined in the food value chain” and “socio-cultural
norms and other systematic factors are central to determinations of when food has transformed into
waste” (ibid., p. 217). This relational view of food waste can motivate us to embrace the moderate
view that some food waste may be food in some contexts but not in others, instead of thinking (in the
ENVO’s spirit) that food waste is food in (almost) all contexts (see Section 4.1 for more thoughts in
connection with the relational character of food).</p>
        <p>
          On the other hand, the relational nature of food waste in question may well be accommodated
along with the ENVO’s role-based characterization (as formulated by axiom (
          <xref ref-type="bibr" rid="ref1">1</xref>
          )) of Waste material in
terms of Waste role. This is because roles in BFO have an inherently relational nature in virtue of their
external grounded-ness (see [28, 29] for details). Taking a cue from the definitions of ENVO: Waste role
and “appropriate food role” [25] (see Section 4.1 for details), we propose the terms “food waste role”
and “food material waste” and an associated axiom, using the has_role (introduced in Section 3.2) and
realized_in (BFO_0000054) relations, as follows:
food waste role =def. A role (i) whose bearer was or is a food material and (ii) that exists
because the bearer is now considered by some agent as inappropriate for consumption by
ingestion in order to fulfill nutritional needs or to provide organoleptic experiences and
(iii) that can be realized in a process in which the bearer is not consumed accordingly over
time.
(That is, the realizations of a food waste role are its bearer not being consumed in order to fulfill
nutritional needs or to provide organoleptic experiences over a certain period of time. Further
exploration will require a rigorous ontological analysis of processes in BFO [30, 31].)
food material waste =def. A material entity (i) that was or is a food material and (ii) that is
considered as inappropriate by some agent for consumption by ingestion in order to fulfill
nutritional needs or to provide organoleptic experiences and (iii) that is not consumed
accordingly.
(2) Food material waste SubClassOf (has_role some [Food waste role and (realized_in some
Process)])
For example, plant piece2 on January 3 (but not plant piece1 on January 1) is food material waste
because it bears a food waste role (food waste role2) that is realized — in other words, it bears realized
food waste role2.
        </p>
        <p>We make some clarifications on these two new terms and their definitions. First, the term “agent”
ifguring in these definitions can refer to collective agents [ 32] as well as individual ones. Second, some
instances of Food material waste are also instances of Food material (“is food material”); but other
instances thereof are not, even if they must have been so in the past (“was […] food material”) (see
Section 4.1 for details).</p>
        <p>
          Third, items (ii) and (iii) of the definition of the term “food material waste” correspond to the OWL
class (has_role some [Food waste role and (realized_in some Process)]) figuring in axiom (2). For that
matter, the definition of “food waste role” and axiom (2) may appear somewhat complex, but they result
from the refinement of the ENVO notion of waste role and axiom (
          <xref ref-type="bibr" rid="ref1">1</xref>
          ), as the definition of the ENVO
term “waste role” might be taken to entail the status of the bearer not having been utilized further (“A
role that is realized in some process [...]”). Relatedly, we remain agnostic as to whether Food waste role
is a subclass of ENVO:Waste role or not. We also note that BFO:Process in axiom (2) could be further
articulated in terms of a disjunction of specific kinds of processes, such as Discarding (OBIB_0000011)
from the BFO- and OBO-compliant Ontology for Biobanking (=def. A planned process that gets rid of a
material that is no longer useful or desirable).
        </p>
        <p>Fourth, although inedibility may be sometimes closely associated with food waste (e.g., [14]), our
definition of food material waste does not imply that all inedible material entities are food material
waste. In particular, some inedible material entities — such as animal bones, fruit cores and pieces of
plastic — would not be food material waste because they may never have been regarded as food material
altogether. We find this consequence desirable, as the distinction between food components that were
inedible from the beginning and food waste has been used in empirical studies on food waste (see e.g.,
[33]).</p>
        <p>Fifth and finally, our proposal might seem to imply that food waste is not a bona fide entity because
food waste role is a fiat entity introduced by us. Although it may be uncustomary and even
counterintuitive to consider food waste as a role-based entity, we think that this kind of revisionary perspective
will be helpful in theoretically underpinning an ontology of food waste. For instance, Borgini &amp; Piras
[9] argue that “adverbialism” about food waste will serve to provide a unified theoretical framework for
food waste. In particular, they suggest using the ad hoc word “wastingly” in studies on food waste, as
“substantivalism” about food waste — which treats the term “food waste” as a noun — would undesirably
subscribe to the “uniqueness” (“if something is food waste, then it cannot be food”) and “irreversibility”
(“food that has become waste cannot be turned into food again”) of food waste. From Borgini &amp; Piras’s
perspective, our approach may be interpreted as accommodating the non-uniqueness and reversibility
of food waste (as analyzed and illustrated above) in terms of food waste role, while retaining the usage
of the noun phrase “food waste material” — see also Section 4.3 for discussion about Borgini &amp; Piras’s
list of eight criteria (including reversibility) for defining food waste.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Discussion</title>
      <sec id="sec-4-1">
        <title>4.1. Food waste and food (material)</title>
        <p>We proposed to illuminate the relational character of food waste by means of the notion of food waste
role. This proposal can be combined with the view [25] that the general notion of food (e.g., FoodOn:Food
material) can be analyzed in terms of the notion of “appropriate food role”:
appropriate food role =def. A role of a material entity of a type that is generally considered
by some agent as appropriate for consumption by ingestion in order to fulfill nutritional
needs or to provide organoleptic experiences. [25, p. 7, with slight modifications]
The underlying idea here is that food has a relational nature. In more detail, being food and being
of a specific food kind (e.g., Yogurt) can have some substantive social dimension, as is supported by
Borghini &amp; Piras [18] contention that “fixing the application conditions of an X -food depends upon a
social structure” (ibid., p. 447) in relation with their “duration question” (see Section 2).</p>
        <p>We suggest that the interrelationship between food waste and food can be analyzed in terms of the
combination of food waste roles and appropriate food roles. Recall that, on January 3, 2025, plant
piece2 is food material waste and it bears realized food waste role2, as it is regarded as inappropriate
for food consumption and thereby has been discarded by the food supplier. Suppose that plant piece2 is
considered by somebody else as appropriate for consumption, as it has only just passed the best-before
day, and it comes to bear an appropriate food role (appropriate food role2).</p>
        <p>If the food supplier still finds plant piece2 to be inappropriate for food consumption and leaves it
discarded accordingly, then plant piece2 would continue to bear realized food waste role2 and, given
the supposition, it also bears appropriate food role2. Moreover, plant piece2 would be both food
material and food material waste. By contrast, if the food supplier no longer intends to discard plant
piece2 or views it as appropriate for food consumption, then plant piece2 would cease to bear food
waste role2 and, by axiom (2), it would cease to be food material waste. Furthermore, plant piece2
would be food material and, based on the supposition, it bears appropriate food role2.</p>
        <p>We can also formally link food waste roles and appropriate food roles. For example, it is reasonable
to think that any realization of a food waste role is not a realization of any appropriate food roles. We
can formalize this statement in OWL, using the realized_in (introduced in Section 3.3) and realizes
(BFO_0000055) relations, as follows:</p>
        <p>(3) Food waste role SubClassOf [realized_in not (realizes some Appropriate food role)]
We leave open the question of whether (3) should be considered as an axiom or a theorem derived from
axioms, to be explored in future work.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Food waste and food product</title>
        <p>Toyoshima et al. [24] develop two ontological approaches to food products with the aim of enriching
the axiomatization of FoodOn:Food product. According to their “role-based approach” among them,
food products can be characterized in terms of the notion of “consumption product role”. The definition
of this term (relying on the OBI term “planned process”; OBI_0000011) and an associated axiom are
presented as follows:
consumption product role =def. A role to be realized in a planned process in which the
bearer is consumed.</p>
        <p>(4) FoodOn:Food product SubClassOf (has_role some Consumption product role)
On January 1, 2025, for example, plant piece2 bears a consumption product role (consumption
product role2). But on January 3, plant piece2 would cease to bear consumption product role2, as
it is not planned to be consumed after the before-best date.</p>
        <p>This role-based approach to food products may be useful in understanding the definitions of food
waste (and food loss) that appeal to the food supply chain. Let us introduce the term “food product
waste” as follows:</p>
        <p>food product waste =def. A food material waste that was or is a food product.</p>
        <p>Note that Food product waste can be considered as a subclass of Food material waste, as Food product is a
subclass of Food material. For instance, plant piece2 on January 3 would be a food product waste, as it
was a food product; and it is considered as inappropriate as food material and thus has been discarded
by the food supplier. Seen from the viewpoint of the ontology of food-relevant roles, plant piece2 on
January 3 ceases to bear consumption product role2 and, by contrast, it bears food waste role2,
which is realized.</p>
        <p>We can also formally associate food waste roles with consumption product roles. For example, it
is plausible to think that any realization of a food waste role is not a realization of any consumption
product roles. This assertion can be formalized in OWL as follows:</p>
        <p>(5) Food waste role SubClassOf [realized_in not (realizes some Consumption product role)]
As with (3), we leave open the question of whether (5) should be considered as an axiom or a theorem
derived from axioms, to be explored in future work.</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.3. A list of eight criteria for defining food waste by Borghini &amp; Piras</title>
        <p>Borgini &amp; Piras [9] provide a list of eight criteria that a theory of food waste should meet to comply
with the demands of diferent scientific and agential fields (p. 3, Table 2):
• Reversibility: A food-waste definition should account for items that may later be reclassified as
non-waste.
• Relationality: A food-waste definition should account for the specific relations that render any
item food waste.
• Possibility: A food-waste definition should account for the specific likelihood that each item has
to become waste.
• Vagueness: A food-waste definition should account for items whose status as food waste is
sometimes undetermined.
• Value-sensitivity: A food-waste definition should account for the values involved in regarding
something as food waste.
• Agentivity: A food-waste definition should account for the diferent kinds of agents involved in
the production of food waste. Those agents can be aware or unaware, identifiable or unidentifiable,
human or non-human; they can have diferent beliefs, perspectives and ends in regard to food
waste.
• Exceptionality: A food-waste definition should account for exceptional cases in which the term
takes on a diferent meaning and does not apply to commonly wasted items.
• Luck: A food-waste definition should account for factors beyond human control that are not
predictable and thus unavoidable.</p>
        <p>It will be beneficial to evaluate our role-based account of food waste according to this list of eight
criteria. First of all, as we argued in Section 3.3, it can meet Reversibility and Relationality — not
least because roles in BFO are inherently relational. It may also fulfill Agentivity, as the definition of
food material waste is based on the notion of agent that is general enough to accommodate diferent
(e.g., non-human) agents with diferent views of food waste (“is now considered by some agent as
inappropriate for consumption”).</p>
        <p>Next, our proposal may not directly satisfy Possibility or Exceptionality, but it may be capable of
capturing the basic ideas behind these criteria. Certainly, the definition per se of food material waste
does not (and arguably should not, since this is an empirical matter rather than a definitional one)
account for “the specific likelihood that each item has to become waste”, nor for “exceptional cases
in which the term takes on a diferent meaning”. But regarding Possibility, this definition implies the
modal character of food waste, because food material waste is characterized in terms of food waste
roles and roles in BFO are inherently modal. As for Exceptionality, Borghini &amp; Piras illustrate this
criterion with an example of “ideological mismatch” [9, p. 2]. Our definition of food waste material,
by emphasizing that it is considered as “inappropriate for consumption” by some agent, accounts for
difering viewpoints based on ideologies — in line with Relationality and Agentivity above discussed.</p>
        <p>Finally, while Vagueness, Value-sensitivity and Luck may go beyond the scope of our role-based
account of food waste, they could still be associated with it. Concerning Vagueness and Value-sensitivity,
the underdetermination and value-laden dimension of food waste can result from the cognitive element
of the notion of food waste role (“is now considered by some agent as inappropriate for consumption”).
Concerning Luck, “factors beyond human control” relevant to food waste may be considered as part of
some special — unpredictable and unavoidable in particular — set of circumstances in which food waste
exists (cf. the elucidation of roles in BFO; see Section 3.1).</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>We provided an ontological analysis of food waste in the context of FoodOn, so as to take the first steps
towards an interdisciplinary framework for considering and minimizing food waste. More specifically,
we proposed that the notion of “food material waste” can be characterized in terms of the notion of “food
waste role”, to wit, in terms of bearing a realized food waste role. This role-based account of food waste
is buttressed by the idea that food waste has a relevant social dimension and its relational character
can be analyzed in terms of the BFO notion of role because roles in BFO are by nature relational. We
also discussed the linkage between the role-based view of food waste, on the one hand, and role-based
approaches to food (material) and food products as well as a list of eight criteria for defining food waste
by Borghini &amp; Piras, on the other hand.</p>
      <p>There are several directions of inquiry in which we will be able to further pursue our role-based
account of food waste. For instance, it warrants investigation whether “is considered as appropriate”
in the definitions of Food waste role and Food material waste should be reformulated as “would be
considered as appropriate, given all relevant information” (this “given” condition implies the perspective
of an all-knowing observer). This reformulation is motivated in order to accommodate cases where, for
example, a glass of milk left on a kitchen table that has gone bad, unnoticed by any agent, might still be
considered as food waste, even if no one actually considers it inappropriate for consumption.</p>
      <p>As another example of future work, it will be valuable to strengthen and extend this account with a
well-established theory of roles in BFO (see [28, 29] for pointers to this line of study). Coping with this
task can be expected to elaborate a role-centered unifying perspective on food (material), food products
and food waste, and to solidify a foundational basis for a general ontology of food and food production,
such as FoodOn.</p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgments</title>
      <p>For FT, this work is part of the project “An Ontology of Production, Products, and By-Products”
(20232027; grant number #212493) funded by the Swiss National Science Foundation (SNSF). FT is financially
supported by SNSF. FT’s participation in the relevant workshop is made possible by funding from
the Swiss Academy of Humanities and Social Sciences (SAHSS). The research has been conducted in
cooperation with the Swiss Center for Ontological Research (SCOR).</p>
      <p>For DD, this work is primarily supported by the USDA Non-Assistance Cooperative Agreement
8040-10700-004-023-S.</p>
    </sec>
    <sec id="sec-7">
      <title>Declaration on Generative AI</title>
      <p>During the preparation of this work, the authors used ChatGPT in order to: Grammar and spelling
check, Paraphrase and reword. After using this tool/service, the authors reviewed and edited the content
as needed and take full responsibility for the publication’s content.
[2] A. Borghini, N. Piras, B. Serini, Food and climate change in a philosophical perspective, in: G.</p>
      <p>Pellegrino, M. Di Paola (Eds.), Handbook of the Philosophy of Climate Change, Springer, 2023, pp.
845-870.
[3] M. Mirosa, D. Pearson, R. Pearson, Ethics of food waste, in: M. C. Rawlinson, C. Ward, (Eds.), The</p>
      <p>
        Routledge Handbook of Food Ethics. London: Routledge, 2016, pp. 400-408.
[4] B. E. Roe, D. Qi, K. E. Bender, Some issues in the ethics of food waste, Physiology &amp; Behavior, 219,
112860, 2020.
[5] M. C. Alamar, N. Falagán, E. Aktas, L. A Terry, Minimising food waste: a call for multidisciplinary
research, The Journal of the Science of Food and Agriculture, 98(
        <xref ref-type="bibr" rid="ref1">1</xref>
        ), 8-11, 2018.
[6] D. M. Dooley, E. J. Grifiths, G. S. Gosal, et al., FoodOn: a harmonized food ontology to increase
global food traceability, quality control and data integration, npj Science of Food, 2, 23, 2018.
[7] R. Arp, B. Smith, A. D. Spear, Building ontologies with Basic Formal Ontology, MIT Press, 2015.
[8] J. N. Otte, J. Beverley, A. Ruttenberg, BFO: Basic Formal Ontology, Applied Ontology, 17(
        <xref ref-type="bibr" rid="ref1">1</xref>
        ), 17-43,
2022.
[9] A. Borghini, N. Piras, Semantic and philosophical approaches for advancing the identification and
measurement of food waste, Nature Food, 2025. https://doi.org/10.1038/s43016-025-01167-2
[10] G. Chaboud, B. Daviron, Food losses and waste: navigating the inconsistencies, Global Food
      </p>
      <p>Security, 12, 1-7, 2017.
[11] E. S. Spang, L. C. Moreno, S. A. Pace, et al., Food loss and waste: measurement, drivers, and
solutions, Annual Review of Environment and Resources, 44, 117-156, 2019.
[12] FAO, The state of food and agriculture: moving forward on food loss and waste reduction, 2019.</p>
      <p>http://www.fao.org/3/ca6030en/ca6030en.pdf
[13] C. Chauhan, A. Dhir, M. U. Akram, J. Salo, Food loss and waste in food supply chains, A systematic
literature review and framework development approach, Journal of Cleaner Production, 295,
126438, 2021.
[14] J. M. Boiteau, P. Pingali, Can we agree on a food loss and waste definition? An assessment of
definitional elements for a globally applicable framework, Global Food Security, 37, 100677, 2023.
[15] R. Stojanov, T. Eftimov, H. Pinchen et al., Food waste ontology: a formal description of knowledge
from the domain of food waste, 2019 IEEE International Conference on Big Data (Big Data), Los
Angeles, CA, USA, 2019, pp. 5190-5194.
[16] W. Adrian, K. Kluza, A. Ligęza, K. Pyrczak, Food ontologies and ontological reasoning in food
domain for sustainability, in: S. Nowaczyk, et al., Artificial Intelligence. ECAI 2023 International
Workshops. ECAI 2023. Communications in Computer and Information Science, vol 1948. Springer,
Cham, 2024, pp. 262-268.
[17] A. Ramaprasad, S. Kashyap, Definition of food consumption, loss, and waste. Sustainability, 16(11),
4846, 2024.
[18] A. Borghini, N. Piras, Food identity and the passage of time, Applied Ontology, 17(4), 443-463,
2022.
[19] B. Smith, M. Ashburner, C. Rosse, et al., The OBO Foundry: Coordinated evolution of ontologies
to support biomedical data integration, Nature Biotechnolology, 25(11), 1251-1255, 2007.
[20] R. Jackson, N. Matentzoglu, J. A. Overton, et al., OBO Foundry in 2021: Operationalizing open
data principles to evaluate ontologies, Database, baab069, 2021.
[21] A. Bandrowski, R. Brinkman, M. Brochhausen, et al., The ontology for biomedical investigations,</p>
      <p>PLoS One, 11(4), e0154556, 2016.
[22] P. L. Buttigieg, N. Morrison, B. Smith, et al., The environment ontology: Contextualising biological
and biomedical entities, Journal of Biomedical Semantics, 4, 43, 2013.
[23] P. L. Buttigieg, E. Pafilis, S. E. Lewis, et al., The environment ontology in 2016: Bridging domains
with increased scope, semantic density, and interoperation, Journal of Biomedical Semantics, 7, 57,
2016.
[24] F. Toyoshima, A. Barton, D. Dooley, Two ontlological aproaches to food products, in Proceedings
of the 15th International Conference on Formal Ontology in Information Systems (FOIS 2025). To
appear.
[25] A. Barton, F. Toyoshima, D. Dooley, What is food? An investigation into food realizables, in
Proceedings of the 10th the Joint Ontology Workshops (JOWO 2024), CEUR Workshop proceedings,
vol. 3882, pp. 1-14, 2024.
[26] B. Coles, L. Hallett, Eating from the bin: salmon heads, waste and the markets that make them,</p>
      <p>The Sociological Review, 60:S2, 156-173, 2013.
[27] A. Van Bemmel, K. Parizeau, Is it food or is it waste? The materiality and relational agency of
food waste across the value chain, Journal of Cultural Economy, 13(2), 207-220, 2019.
[28] F. Toyoshima, A. Barton, J.-F. Ethier, L. Jansen, Towards a unified dispositional framework for
realizable entities, in Proceedings of the 15th International Conference on Formal Ontology in
Information Systems (FOIS 2025), Amsterdam: IOS Press, pp. 64-78, 2021.
[29] M. Rabenberg, C. Benson, F. Donato F, et al., Grounding realizable entities, in Proceedings of
the 15th International Conference on Biological and Biomedical Ontology (ICBO 2024), CEUR
Workshop proceedings, vol. 3939, pp. 1-13, 2025.
[30] F. Toyoshima, A Barton, Two approaches to the identity of processes in BFO, in Proceedings of
the 9th the Joint Ontology Workshops (JOWO 2023), CEUR Workshop proceedings, vol. 3637, pp.
1-15, 2024.
[31] W. Ceusters, A. Ruttenberg, Towards representing change in the BFO, in Proceedings of the 15th</p>
      <p>International Conference on Formal Ontology in Information Systems (FOIS 2025), to appear.
[32] D. Porello, E. Bottazzi, R. Ferrario, The ontology of group agency, in Proceedings of the 8th
International Conference on Formal Ontology in Information Systems (FOIS 2014), Amsterdam:
IOS Press, pp. 183-196, 2014.
[33] Z. Conrad, Daily cost of consumer food wasted, inedible, and consumed in the United States,
2001–2016, Nutrition Journal, 19, 35, 2020.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>C.</given-names>
            <surname>Reynolds</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T.</given-names>
            <surname>Soma</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Spring</surname>
          </string-name>
          , J. Lazell (Eds.),
          <source>Routledge Handbook of Food Waste</source>
          . 1st ed.,
          <source>Routledge</source>
          ,
          <year>2021</year>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>