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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Towards the digitalization of Cameroonian agriculture: current situation, challenges and prospects</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>André Mbairanodji</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Founadoudou</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Daquin Cédric Awouafack</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Garba Bouba Boïga</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Agricultural Surveys and Statistics, Ministry of Agriculture and Rural Development</institution>
          ,
          <addr-line>Yaoundé -</addr-line>
          <country country="CM">Cameroon</country>
        </aff>
      </contrib-group>
      <fpage>51</fpage>
      <lpage>57</lpage>
      <abstract>
        <p>The aim of this review article is to highlight the digital solutions available to Cameroonian agriculture. It also looks at the strengths, weaknesses, opportunities and threats of these solutions. In view of the constraints weighing on this sector, notably climate change, prospects are outlined. In a world where digital transformation is redefining the contours of every industry, agriculture is at the heart of a silent but essential revolution. Although digitalization offers promising prospects for growth and sustainability on a global scale, it remains largely under-exploited, particularly in Africa, where structural challenges abound. While the FAO (Food and Agriculture Organization of the United Nations) estimates that global food production must increase by 60% by 2050 to meet the needs of a growing population [1, 2], African agriculture remains well behind in the adoption of digital technologies, with only 10% of farms using digital technologies to manage their activities [3]. This digital divide threatens food security and economic development in developing countries, including Cameroon, where agriculture accounts for over 20% of GDP and employs nearly 60% of the working population [4]. According to the United Nations' Sustainable Development Report [5], the integration of digital technologies in agriculture can help achieve the Sustainable Development Goals (SDGs), notably SDG 2 (Zero Hunger) and SDG 8 (Decent Work and Economic Growth). Faced with these challenges, the digitization of Cameroon's agriculture appears to be an imperative necessity to increase productivity, improve efficiency and strengthen the resilience of agricultural systems to climate change and economic fluctuations. In this context, strategic documents such as the National Development Plan 2020-2030 [6] and the National Strategy for the Development of Agriculture [7], which aim for a profound transformation of the sector, emphasize the importance of increased digitalization. This vision of a modernized agricultural sector is based on optimizing agricultural value chains, digitizing agricultural services and promoting precision farming. However, the challenges that lie ahead are many and complex: geographical disparities in access to technology, the need to train players and insufficient funding to support farmers in this digital revolution [8].</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Digitalization</kwd>
        <kwd>farmers</kwd>
        <kwd>new-generation agriculture</kwd>
        <kwd>sustainability1</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>This article explores the current state of digitalization in Cameroonian agriculture, analyzing the
forces at work, the challenges to be overcome and the strategies underway to remove the obstacles
that are holding back this digital transition. Through this investigation, we will attempt to identify
the prospects for a more productive, more resilient and more competitive agriculture, where digital
technologies, far from being a mere trend, become the driving force behind a profound and
sustainable transformation.</p>
      <p>For beyond the challenges, the stakes are high: we need to give Cameroon’s land the opportunity
to bear fruit, not just for one country, but for an entire region in search of food security and
development.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Overview of the current situation</title>
      <p>
        Digitizing Cameroon’s agricultural sector is now a strategic imperative for modernizing the sector,
boosting competitiveness and guaranteeing sustainable growth. Several innovative initiatives have
been launched to support this digital transition, backed by national and international projects. For
example, the Agricultural Production Support Program in Cameroon in short PARPAC [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], has
deployed a platform for registering agricultural producers, facilitating access to agricultural and
financial services and reinforcing the traceability of agricultural activities [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. This project is part of
a digital inclusion logic, in line with the objectives of the Digital Transformation of Cameroon Project
in short PATNUC [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], which aims to promote access to agricultural technologies for producers
through accessible and adapted digital solutions [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. At the same time, the SIMC Project [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] has set
up a call center enabling farmers to receive real-time information on weather conditions and
forecasts, a crucial tool in the face of climatic hazards. This initiative enables producers to better
anticipate the risks associated with climate change and adopt more resilient management strategies
[
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. Similarly, the Cameroon Agropastoral Portal, in short CamAgro, facilitates networking between
producers, suppliers and consumers [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ], optimizing agricultural value chains and strengthening
cooperation [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. The Observatory of agricultural inputs, meanwhile, aims to provide a platform
dedicated to real-time dissemination of prices and availability of agricultural inputs, a valuable tool
for combating price fluctuations and guaranteeing a stable supply [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]. However, despite these
advances, digitalization still remains timid in sub-Saharan Africa, where only 10% of farms benefit
from digital solutions [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>Challenges persist: digital infrastructure, access to financing and training for agricultural players
remain major obstacles to be overcome. Nevertheless, with the rise of these digital solutions and
PATNUC’s support for digital inclusion, Cameroon’s agriculture is entering a promising new era,
offering prospects for increased productivity, resilience in the face of crises and a boost to the
country’s economic growth. The road ahead is still strewn with pitfalls, but the integration of digital
technologies now seems unavoidable if we are to meet the challenges of the future and guarantee
the country’s food security and sustainable development.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Available solutions and outlook</title>
      <sec id="sec-3-1">
        <title>3.1. On agricultural inputs</title>
        <p>The quality and quantity of agricultural production depend on inputs, in particular agricultural
inputs. In this respect, digitization focuses on the following elements:</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.1.1. Production and marketing of seeds and seedlings</title>
        <p>
          It’s well known that when seeds and seedlings are available, of good quality, accessible to growers
and well used by them, agricultural production is boosted. Digitization appears to be a catalyst for
the development of sustainable agriculture. In fact, the use of drones and sensors offers numerous
advantages in terms of monitoring plots, calculating dosages when spraying, and anticipating
invasions of bio-aggressors and plant diseases [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ]. The possibility of planting cover crops while
protecting crops and soil, facilitating access to difficult plots and exploring vast areas. Once the seeds
have been produced, the existence of a virtual market via platforms is an asset for interconnecting
seed suppliers and demanders, reducing information asymmetries and seed losses.
        </p>
      </sec>
      <sec id="sec-3-3">
        <title>3.1.2. Monitoring phytosanitary operations</title>
        <p>For a more resilient agriculture, it is imperative to monitor phytosanitary interventions and therefore
elements that require information systems on warning, monitoring, pest inventories, exploitation
and dissemination of phytosanitary information. For new-generation agriculture, digitalization is
still called upon at this level. For example, the implementation of an electronic pest monitoring and
alert system enables control of one aspect of phytosanitary intervention. Similarly, the digitized
collection and electronic dissemination of phytosanitary information are major assets in the fight
against pests and the anticipation of national plagues.</p>
      </sec>
      <sec id="sec-3-4">
        <title>3.1.3. Monitoring of agricultural input markets (fertilizers and crop protection products)</title>
        <p>When it comes to monitoring the markets for agricultural inputs, in this case fertilizers and crop
protection products, digital transformation seems unavoidable given the evolution of information
and communication technologies. In this respect, the existence of a digital platform that provides
key information on market monographs as well as information on prices and commercial availability
of the inputs sold. With this in mind, Cameroon’s Ministry of Agriculture and Rural Development
has launched the National Observatory for Agricultural Inputs. The aim of the observatory is to
produce, analyze and disseminate information on the legal aspects, availability, accessibility, use and
access to aid for agricultural inputs in Cameroon. The aim of the observatory is to provide a platform
for disseminating information on the price and availability of agricultural inputs, an essential means
of improving the economic and geographical accessibility of agricultural inputs.</p>
      </sec>
      <sec id="sec-3-5">
        <title>3.1.4. Soil management and mapping (land vocation)</title>
        <p>
          In a context where resources are limited and the environment is under heavy pressure, the use of
cartography in agricultural production is more than necessary [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ]. In the literature, it has been
clearly demonstrated that the use of cartography in agricultural production is open to optimal
management of resources and limiting waste. For example, Geographic Information System (GIS)
maps can be used to analyze topography and soils, and process meteorological data in a more
concrete way to decide which crops are best suited to a given plot of land. The existence of a platform
that identifies the potential of agricultural land, maps its vocation and highlights the norms for its
use is a real opportunity for modern agriculture.
        </p>
      </sec>
      <sec id="sec-3-6">
        <title>3.2. On professional agricultural organizations</title>
        <p>
          With the rise in power of Information and Communication Technologies (ICT) vitalized by Artificial
Intelligence, farmer support, agricultural extension and advisory services have entered a new
dynamic [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ]. This dynamic, characterized by the availability of information and easy access to
agricultural data, makes professional agricultural organizations a key link in the digitization of
agriculture. Indeed, in developing countries, it is precisely through professional agricultural
organizations that farmers, mostly smallholders, update their know-how and share their experiences.
Setting up virtual digital spaces for learning and agricultural extension for the benefit of farmers
facilitates the promotion of good agricultural practices, thereby increasing their income. In addition,
such spaces provide an awareness-raising base to help farmers limit the induction of disasters and
climate change and/or protect themselves in return.
        </p>
      </sec>
      <sec id="sec-3-7">
        <title>3.2.1. Agricultural extension</title>
        <p>With digitization, the methods used to disseminate extension themes have been revamped, and the
management of the research-extension relationship, designed to test research results and then add
value to them, has been enhanced. For example, in conducting participatory diagnoses or school
fields, digitization makes it possible to achieve objectives over a wider geographical area, at lower
cost and in a shorter time. It also makes it easier to mobilize the results of agricultural research. It is
also natural to think that the digitization of a personalized agricultural calendar (by agro-ecological
zone and by production basin) and made dynamic by regular updating, in view of climatic changes,
is an undeniable added value of digital technology.</p>
      </sec>
      <sec id="sec-3-8">
        <title>3.2.2. Farm management</title>
        <p>With the advent of new technologies, farm management - whether large, medium or small - is taking
on a whole new dimension. Thanks to the Internet of Things, geographic information systems and
artificial intelligence, farmers can monitor weather conditions, soil moisture levels and crop yields
in real time. Integrated management platforms enable crop rotation planning. In addition, advisory
support for farms and the strengthening of their managerial capacity is made easier with digital
technologies such as e-learning, which offers a panorama of training courses enriched with tutorials
and modern communication tools. In Cameroon, there is an observatory of professional
organizations which sets up and regularly updates databases on professional organizations. The
observatory, housed at the Ministry of Agriculture, uses this data to monitor and analyze the
evolution of professional organizations for dissemination and decision-making purposes. As data
storage and exploitation are the first heirs of the digital age, this observatory is now being given a
new lease of life and is regaining its full consistency.</p>
      </sec>
      <sec id="sec-3-9">
        <title>3.2.3. Agricultural mechanization</title>
        <p>
          In most developing countries, the rate of agricultural mechanization is still low, and not very
responsive to digital technology. Yet digital technology offers an unprecedented opportunity for a
new generation of agriculture, where technology and nature come together to feed a growing world
[
          <xref ref-type="bibr" rid="ref17 ref6">6, 17</xref>
          ]. Today’s agriculture in Cameroon is characterized by the coexistence of peasant, artisanal and
conventional mechanical systems, with the use of traditional equipment such as animal traction. It
is gradually migrating towards modern mechanical systems, but digital inking is residual or even
nonexistent.
        </p>
      </sec>
      <sec id="sec-3-10">
        <title>3.3. Regulation and quality control of agricultural inputs and products</title>
        <p>When it comes to the regulation and quality control of agricultural inputs and products, digital
technology is once again called upon for efficiency and effectiveness in the process of certification,
homologation and attestation of quality. To ensure that the outputs of Cameroon’s agriculture meet
conventional regulatory and quality standards, seeds and seedlings used as inputs must be certified.
Pesticides for agricultural use must be registered, as must the varieties and species of seeds and
seedlings. Phytosanitary products must also be controlled at Cameroon's borders.</p>
        <p>To make the most of digitalization, it would not be too much to ask for platforms dedicated to
regulation and quality control. A perfect illustration of this is the creation of a digital database
accessible online, presenting standards and regulations relating to fertilizers and phytosanitary
products, and enabling crop declaration and monitoring of the seed and plant certification process.
In addition, Cameroon’s agricultural services have a national laboratory for the diagnostic analysis
of agricultural products and inputs, which tests, among other things, the attributes of seeds and
seedlings that are not visible to the naked eye. These attributes generally relate to germination
capacity, specific purity, sanitary condition, moisture content, weight, viability and so on. It also
helps strengthen the technical capabilities of inspectors, analysts, controllers and seed laboratory
technicians. Such a laboratory will be even more useful if it is equipped with a digital platform that
facilitates dissemination of the results obtained, and offers e-learning services for capacity-building
of resource persons.</p>
      </sec>
      <sec id="sec-3-11">
        <title>3.4. On the living environment of farmers</title>
        <p>Whether it’s a question of technical and topographical studies, agricultural hydraulics or improving
the living environment of farmers, we can’t help but say that digitization is an opportunity offered
to these aspects. In fact, Cameroon has an observatory for improving the living environment in rural
areas. This observatory is in a position to benefit from the opportunities offered by digitization in
the same way as the previously mentioned observatories. As a digitized observatory, it collects,
processes, analyzes and disseminates data relating to the improvement of farmers’ living
environment. As such, it offers a double advantage: on the one hand, farmers use this platform to
acquire the skills they need for an ideal living environment, and on the other, public authorities rely
on its indicators to implement policies that generate well-being.</p>
        <p>Digitization also makes it easier to maintain and update hydraulic databases, enabling more
efficient management of hydro-agricultural projects. Water quality standards for agricultural use are
now better disseminated, and in general, technology transfer in irrigation and drainage is better
assured, as digitization is a portal that is wide open to learning. As far as technical and topographical
studies are concerned, Geographic Information Systems have revolutionized the agricultural sector,
facilitating topographical surveys, plot measurements and, in general, the planning of agricultural
areas. Under similar conditions and with the same level of investment, production targets are better
met with digitization than in a non-digitized context. Time, yield and quality are all improved.</p>
      </sec>
      <sec id="sec-3-12">
        <title>3.5. On agricultural surveys and statistics</title>
        <p>Digitization, the driving force behind data science, has propelled agricultural statistics and surveys
into a new era characterized by unprecedented precision, speed and efficiency. Data collection is
digitized, data processing methods are innovative and adaptable to massive data.</p>
        <p>The digitalization of Cameroonian agriculture, within the framework of agricultural surveys and
statistics, marks a major step towards more efficient management and better planning of the sector.
Indeed, the increased use of digital technologies in the collection, analysis and dissemination of
agricultural data makes it possible to respond to the structural challenges facing Cameroonian
agriculture, in particular the weakness of traditional statistical systems. Through the Department of
Agricultural Surveys and Statistics of the Ministry of Agriculture and Rural Development
(MINADER), digital platforms are being deployed to facilitate the collection of data on agricultural
production, climatic conditions and farm profitability. These tools allow, for example, real-time data
entry via mobile applications by field agents, who transmit the information directly to the databases.
This represents a real opportunity to quantitatively and qualitatively improve the supply of
agricultural data to decision-makers and researchers.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Key challenge</title>
      <p>
        Developing countries are, at the foot of a mountain, ready to undertake the ascent towards the digital
agricultural revolution. But the challenges are colossal [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. In general, limited budgets, failing energy
and telecommunications infrastructure and isolated rural areas are all ills that hinder the march
towards the digitalization of their agriculture.
      </p>
      <p>Though agricultural digitization in Cameroon presents undeniable opportunities for modernizing
the sector and improving resource management, it faces several major challenges. Firstly, limited
access to the Internet and adequate technological infrastructure in rural areas remains a considerable
obstacle. Secondly, producers' digital illiteracy is a further obstacle. The majority of farmers,
especially those on small farms, lack adequate training in the use of new technologies, which limits
the effectiveness of the digital solutions on offer. Finally, there are growing concerns about data
security, the confidentiality of agricultural information and the management of the large quantities
of data collected. These challenges, though numerous, are not insurmountable; they require a
strategic vision to truly make digitalization a lever for sustainable and inclusive development.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>
        The results of our investigation show that numerous digitization initiatives have been undertaken
for Cameroon’s agricultural sector, and their implementation initiated by the government and its
partners. However, progress in terms of transferring digital technology to farmers, professional
agricultural organizations, agro-industries and other stakeholders remains embryonic. Limited
access to energy and telecoms infrastructures in some parts of the country has so far hampered the
transmission and appropriation of digital know-how. Looking at the organizational chart of the
Ministry of Agriculture and Rural Development [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ], as well as the activities implemented in its
projects and programs, we can see that Cameroon is planning to set up a number of innovative
platforms with a digital outlook. These platforms, housed in observatories, laboratories and
information systems, are designed to manage every link in the agricultural chain, from seeds to the
marketing of agricultural products. In this way, they connect the players involved in each link of the
agricultural sector. By implementing these platforms, Cameroon will be taking a giant step towards
digitizing its agriculture.
      </p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>The authors would like to express their gratitude to the DAAfrica’2024 organizing committee for
inviting the Cameroon Ministry of Agriculture and Rural Development (MINADER), through its
Department of Agricultural Surveys and Statistics, to take part in the Workshop. It was a great
experience, with the sharing of knowledge bringing the authors up to date with the results of the
research and also generating interest in the use of agricultural statistics in scientific research for the
benefit of the development of agriculture in Cameroon.</p>
    </sec>
    <sec id="sec-7">
      <title>Declaration on Generative AI</title>
      <p>The authors have not employed any Generative AI tools.
For more information on certain platforms, newsletters and the projects and programs mentioned in
this article, visit the MINADER website at https://www.minader.cm.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          <article-title>[1] Foods and Agriculture Organizations of the United Nations, “The future of food and agriculture - drivers and triggers for transformation</article-title>
          .”
          <year>2017</year>
          . [Online]. Available: https://www.fao.org/agrifood-economics/publications/detail/en/c/1622632/
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          <article-title>[2] Foods and Agriculture Organizations of the United Nations, “The future of food and agriculture - trends and challenges</article-title>
          .”
          <year>2022</year>
          . Accessed: Sep.
          <volume>12</volume>
          ,
          <year>2024</year>
          . [Online]. Available: https://www.fao.org/global-perspectives-studies/resources/detail/en/c/458158/
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>The</given-names>
            <surname>World</surname>
          </string-name>
          <string-name>
            <surname>Bank</surname>
          </string-name>
          , “
          <article-title>Digital agriculture: profil du secteur</article-title>
          .”
          <year>2022</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>ONU</given-names>
            <surname>Commerce et</surname>
          </string-name>
          <article-title>Développement (CNUCED), “Rapport sur le Développement Economique en Afrique</article-title>
          .”
          <year>2022</year>
          . [Online]. Available: https://unctad.org/fr/publication/rapport-2022
          <string-name>
            <surname>-</surname>
          </string-name>
          surledeveloppement
          <article-title>-economique-en-afrique</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>United</given-names>
            <surname>Nations Development Programme</surname>
          </string-name>
          ,
          <source>“UNDP Annual Report</source>
          <year>2022</year>
          .”
          <year>2022</year>
          . [Online]. Available: https://www.undp.org/publications/undp-annual
          <source>-report-2022</source>
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <surname>C.-E. NEPAD</surname>
          </string-name>
          , “
          <article-title>Accélération de la transformation numérique inclusive des chaînes de valeur agricoles</article-title>
          ,” Nov.
          <year>2020</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          <article-title>[7] Ministry of Economy, Planning and Regional Development (MINEPAT</article-title>
          ),
          <source>“NATIONAL DEVELOPMENT STRATEGY</source>
          <year>2020</year>
          -2030 - Cameroon.”
          <year>2020</year>
          . [Online]. Available: https://minepat.gov.cm/fr/ova_doc/strategies-sectorielles-de-developpement/
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>D.</given-names>
            <surname>Mhlanga</surname>
          </string-name>
          and E. Ndhlovu, “
          <article-title>Digital Technology Adoption in the Agriculture Sector: Challenges and Complexities in Africa,”</article-title>
          <string-name>
            <surname>Hum. Behav. Emerg. Technol.</surname>
          </string-name>
          , vol.
          <year>2023</year>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>10</lpage>
          , Sep.
          <year>2023</year>
          , doi: 10.1155/
          <year>2023</year>
          /6951879.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          <article-title>[9] Ministry of Agriculture and Rural Development, “Agricultural Production Support Program in Cameroon (PARPAC)</article-title>
          .”
          <year>2022</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <article-title>Ministry of Posts and Telecommunications of Cameroon, “Digital Transformation of Cameroon Project</article-title>
          .”
          <year>2021</year>
          . [Online]. Available: https://documents1.worldbank.org/curated/en/099725001202242928/pdf/
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <article-title>Ministry of Agriculture and Rural Development, “Central Africa BACKBONE (CAB) Project</article-title>
          .”
          <year>2020</year>
          . [Online]. Available: https://www.afdb.org/fileadmin/uploads/afdb/Documents/ProjectandOperations/Cameroon_Central_Africa_Backbone__CAB__Project_Cameroon_Component.pdf
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <article-title>The Ministry of Trade - Cameroon, “Cameroon Agropastoral Portal CamAgro</article-title>
          .”
          <year>2015</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>African</given-names>
            <surname>Development</surname>
          </string-name>
          Bank Group, “
          <article-title>Agriculture and agribusiness</article-title>
          .”
          <year>2022</year>
          . [Online]. Available: https://www.afdb.org/en/agribusiness
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <article-title>Foods and Agriculture Organizations of the United Nations, The state of food security and nutrition in the world 2022</article-title>
          . FAO; IFAD; WHO; WFP; UNICEF;,
          <year>2022</year>
          . doi:
          <volume>10</volume>
          .4060/cc0639fr.
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <surname>A.-R. Abdulai</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          <string-name>
            <surname>Pulido-Castanon</surname>
            ,
            <given-names>E. R.</given-names>
          </string-name>
          <string-name>
            <surname>Duncan</surname>
            ,
            <given-names>S.-L.</given-names>
          </string-name>
          <string-name>
            <surname>Ruder</surname>
          </string-name>
          ,
          <string-name>
            <surname>K. B. K. C.</surname>
          </string-name>
          , and E. Fraser, “
          <article-title>Will agricultural digitalization deliver relative advantages in quality of work, productivity, profitability, return on investments, and reliability? Perceptions of Canadian producers,” Cogent Food Agric</article-title>
          ., vol.
          <volume>10</volume>
          , no.
          <issue>1</issue>
          , p.
          <fpage>2422529</fpage>
          ,
          <string-name>
            <surname>Dec</surname>
          </string-name>
          .
          <year>2024</year>
          , doi: 10.1080/23311932.
          <year>2024</year>
          .
          <volume>2422529</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>M.</given-names>
            <surname>Carolan</surname>
          </string-name>
          , “
          <article-title>Digital agriculture killjoy: Happy objects and cruel quests for the good life</article-title>
          ,” Sociol. Rural., vol.
          <volume>63</volume>
          , no.
          <issue>S1</issue>
          , pp.
          <fpage>37</fpage>
          -
          <lpage>56</lpage>
          , Feb.
          <year>2023</year>
          , doi: 10.1111/soru.12398.
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>P. K.</given-names>
            <surname>Dutta</surname>
          </string-name>
          and
          <string-name>
            <given-names>S.</given-names>
            <surname>Mitra</surname>
          </string-name>
          , “
          <article-title>Application of Agricultural Drones and IoT to Understand Food Supply Chain During Post</article-title>
          COVID‐
          <volume>19</volume>
          ,” in Agricultural Informatics, 1st ed.,
          <string-name>
            <given-names>A.</given-names>
            <surname>Choudhury</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Biswas</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Prateek</surname>
          </string-name>
          ,
          <article-title>and</article-title>
          <string-name>
            <surname>A</surname>
          </string-name>
          . Chakrabarti, Eds., Wiley,
          <year>2021</year>
          , pp.
          <fpage>67</fpage>
          -
          <lpage>87</lpage>
          . doi:
          <volume>10</volume>
          .1002/9781119769231.ch4.
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <surname>République</surname>
          </string-name>
          du Cameroun, “Décret n°
          <year>2005</year>
          /118 du 15 avril 2005 portant organisation du Ministère de l'
          <source>Agriculture et du Développement Rural.” Apr</source>
          .
          <year>2005</year>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>